{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import random\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABlkAAAK/CAYAAADqPKtaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy86wFpkAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzddXyT5/rH8U+SulOKu7u7zxhssDFhxpS5u52z/c70bGfuznxjY84GG9tguLu7U6S0pW5Jk98fd1JKaaGSNmn5vl+vvtomT57cyRO9r/u6LovL5UJERERERERERERERETKxurrAYiIiIiIiIiIiIiIiFRHCrKIiIiIiIiIiIiIiIiUg4IsIiIiIiIiIiIiIiIi5aAgi4iIiIiIiIiIiIiISDkoyCIiIiIiIiIiIiIiIlIOCrKIiIiIiIiIiIiIiIiUg4IsIiIiIiIiIiIiIiIi5aAgi4iIiIiIiIiIiIiISDkoyCIiIiIiUjwbEOTrQfhIG18PQHyiPRDl5X3663fOKCAO8zz3aIi5D4J9MiIRERERqZb89QOviIiIiEhpXQwMLPR/M2AsZsK0vDoDW4CHK7CPqvA6sA3oUMbLxQCPA6HFnBcCrAImVmBcVaEuMA94ogquqxbgAn4px2VPB94HRpfxch2BgHJcX3ldCmwE7vDS/s517+/aCu7nfMxzurCOwHVAkwrs90vgMMe+TryEGXPbMuynBeaxWJx+QA8gojwDFBEREZHqQUEWEREREanuPgPuLvR/P+B7oFsF9rkRyMEEWeIqsJ8AoBNwJfAJ8HcF9lWcGKBVOS53HfAM5naeU+S84UAY8GMJl7ViVvpHluN6vckKDAIaV8F15Rb5XRZNgVsoW4ZIXWA+MIdjAwybMMGek/00L8c4pwAZwA1FTrdgjnc0ZcvsWgm0BG4rx1g8AoAPMbe78P1wGvAp0K4C+85x/04udFqG+3dWGfbzPLATOKuY8/4NrMC8JtmAS1CWjIiIiEiNU5Uro0REREREKkMuRydM4egEafZJLjcKqO2+fHGT5wsxK+bfwARtigrAZIIswwQrAOoA72AmyZtiVtp7PnPbgX2YckSbTjK20vLcxpwTbnW814EE4F3gd+ALTODFBdzq3uaHk+zjT2BkGa/Xm/Lcv+1luMxFlBw8upCSM1XKc10ensvsLcNlEjDZWJ9gghVXA1Mxj+19wKQSLteOE2fM3IQJWpxIBOZxUJyi99F/MbfPDjiLudwBoA/wHJBW6HQLJkgWgMmc+h+QWsz1XQLUA54Fdhc63fMcd5zwlpyY57mTWeg0z7HKL+U+GmIeU38BM4o5/6D79zagFyY77BvgmjKNVERERET8moIsIiIiInKqeggYVortxrl/SnIbR4MshzGlpXIwWSuNMWWTuri38Uze1qfkyfAjlBwIKMqzv5ImxU9kImYCfwpmwtmFKZM0EngRmFvC5TyT4ynluE5v8gQ+nGW4jGdS/lNggfvvgcB4ThxA8dy/JV3XGEyArTh93b9HUHLmxSHgtyKnzcBkY33B0UCAHdgOPFjCfi7nxEEWTzDuYY4+Zm2YYGEux94HYZhgYbL7ciHA8iL7u5+jQZZ8zP1jcV8uC0h337Z73PtLwNyXnmyoIPfPOxQfZHkUc9tfPcFtKqwXJnvkBqrm8fl/mNt5E8U/BxPdvzOBJe7t78c8DjZXwfhEREREpAooyCIiIiIip4pATOmvA+7/r8B8Hs5z/5QlUGHBTE4Hc+wKfTDltjzuxARZdnHs6viWwEcl7HsNpQ+yVNRGTCkjz+T6i5ggz5OcPBOoOvIEWeZgysx5Thvv/n0vpiyWA3O88jn2cdERM4kfAnzM0eyKR4ABJ7nux05w3j8cH2QBEyg4v9D/+ZjAYHmCanD09s/naJCpH7AI04vl3ULbnovJmBkH/FTC/jw9feIwQZp0TCZMOiaQdaf7/JeBBzCl8xIxz52TZYtcAnQFJmAekycThsn86YoJEL5e6LzpwJklXK64+3JnMafdDbxV6P9OmGDOA5jXlLMx99UzmEBY4X1b3L9fBL5yj7GP+28RERERqeYUZBERERGRU0EzzIRxIGaSOoOjwRYwK8tLykQozk4gvgLj8WRhnIfJJPFYhJmArkqe1fbnYTIyPuX4RuNF7abqgzD3YcoyrT/BNs0wPWbeL+H8E2Wr5GNKpbXBBCPsHNvnBMzkeCdMcO0vjgZZPOXmPJPphT2CKYdVh6P3tUccJvspo8jpH2KCbW8XOd0JbME0aC9OH+DmEs4rzIXJuMoqNPaiJedyCv32lPVyFLMd7nEOAS4FVp/kukcBb2LKbJW0bRRHgySleZ5ZMY3su2KyXl4vcr7nsXpWof09D1wAdCi03eOY/kmFt7vSfXrh2x2MCZCs5mhg6v8wgbZJHA2yeB4Pd2Ky2rpispMCgR0oyCIiIiJSIyjIIiIiIiLVRRBHMywKT5aHFru1YcX0GnkJiMVkCzQAthbZ7l/AtWUYy30cP5ELZiV7JEdX6XuyG67FBFY8E9XzTrDvvBOcV5IZHB9ACMDcZ/uB/oVOb43ppfE4R++HFpiyVFuBnhwtJVWSAZiAUFVpjZk8X4cpvVaSz4HBwGyKvw0nygBxYibcS9rGhSmxdl0x5xXX08ejMebxkHyCbQr3BQlwX+YmTPm2ewqNyYYJDk4oYT8ZlC7IElrMeD52/xRVOIvlpmKuewRwGebYrCnFdTfEPN5mYUrTLS5mmxfc25VGICZYcREm4PFAMdt4Mni2Y7LK4Gh5ssL9kVKK2e5QkX3YMIHR7pgATE9M4G0wJoulDvCz+7TW7stcgym19ot7m20cDcSIiIiISDWnIIuIiIiIVBdBmD4q2RwbiCgpyDIcU96nM6Y/yuOYvgjF8axS78XRptrF6Ql8TcmN5u/DZEJ4ykxFu09/yv07EFNe7JwTXEd5SkFFcXz5pWD3T9GMk06Y0kkXYMo4PYuZuP8E+ACzEv//3Kefi5lMfs592TaYTIqi91Eo5rZ5+nOUtSG51X35EMz9U/Q+8JTM+uIk+3kME8D6HyYrpyjPfody9LvQQPfv4hq3l9aJbu8ATEDjRL1jCj+eHZisoreBuzCPtYfd5wVgMlCuK2E//U4yTqv7dwomAJCNOaaz3Nf1baFtB2GCAldhgnhBHN/npAumkXsS5v72lAsrylLo90fu3+8Df2Kep0sLbXsVJqPoZ+DCk9yeUGAy5vn0DkfLkxVV2kb2J+J5bOQDtd1/f40JsAVjAkzPYIJcQZiAXzTmNesSYFmR/VkxAd8DiIiIiEi1piCLiIiIiFQXGZiJ+KKKlmDy+DdmEvdWTA+KE/FMwm7h+NJNhcUV2b6oPoX+DsCUHKoLNC+y384nGU9Z9eHoyvuTmYzpWfEa5j4agWnO7skAqMWxmRXPurefiwmCwPFBlkeAJ8o66BLU4vjJ/LGYIMXXJ7nsfI5Ozvfn+GwbT6BjvPunOLEcLZtWUe0wgTswQazbKTlAV1g+cBsmaPFrodPD3Pss79iC3b9zOJpJUdf9O4Njn0ueTI804GAx+woAvsMEVc7GlL+Co8/Rws/V4CK/P3Rf7hVMVtXZ7tNPw9xPmzD31cmCLBMwGS9P473HX2nch7n9qzCBrd8wWT52TLDnHfd252CCLLWBGMzzvjvmdp4OrMSUJhMRERGRakxBFhERERGpqa7g2JX5J1JcL40TKU3GwxUcncCOwQQinqLsWR6VIRlTwuxXTE8QJxCOyWyI4Wij8d+BNziaAeGZJHdgsmfSiuzXxdFslrKwYb6bFPf9pA0mYPIXpvTZyTyJydJ5BpMlUZzxHG18fx3HBi1eAq7H3Ae/lOL6TuR/7t9fYO7vbsDFlD4g9nCR/ztVcDzFBck8PYAaAO0Lnd7U/buk74wOTICuByYTxiPM/Tu8mOsNK3Taq5hSXIXLkS3GBNKep3TBzljgakrf26RVobF4sswK3+aYYrarV8x+Zrt/h2GeH29xNEsu1n35dhwNoHyHeb6Auc1rMI+5kwV/RURERKQaUJBFRERERGqq4lbfl8TzufhaTtxfw9Nj4WSfo0Mwq+s9rsWUK4sG7i7DuCrbbxwN+uzmaBmkTzk28HBvkcvtdP+OxEyGP+P+qWhZJlsx+7gJEwT7vJT7WIMJjlyIKQW2oMj+T+ZhTLmu1zCZUEXLrZXW3ZhgzwTMbfgZ09NlOXA5poTdyYwF/sBkFvXETOCX1jyOz5qJdP8+Uug0T7m95zhaFq6wkGJO89iDeZ71xwRuHJhjdbr7uj0BjI8wgZCgQqclcnxmUjZHM4yKKzsWhHkePeb+/zpMebvSml7MacX17iluu+K8XmhMHldhAi85wHrM82MzJtNmFSY7qRWwupTXISIiIiJ+TkEWEREREZGjE81vl3H7kjyFKRH2Nyab4k3MRPRdmP4W/tL0+hZMqaZLMVkJ4ZhV+lcCKzDZDFaOZl6ciZlA7oFZxe/JiPBGz4vi9hOOmXRPwQQpSutVTJDlEY7tzWItfnPgaDZTEibA8hym6fz/SrxEyW7GTMDvwJSWAhP4GQ5MxQRO7gB+PMl+nsJk1ZzrHkdJmTnFacjx/T7iMIGQNKAZpkl7KtCRE2dn1afkoGVdYGEZxoX7+ntScqm/4ngee50wz59WHG1KX1otOPpY/gwT/CycxfY25rgU3u5OTKZKYXUxj48bMP2LBmPu2xhMOb6FmFJgDszxjsMcczDZdRdgyogV3a+IiIiIVEMn+pIhIiIiInKquBqzcr4nZtLVwtHm9FcUOi3M/fu1E+xrKPAgZnLV00/DhclmSMNM5BbXW6aqWTFBhMaYVffLgQT3easxfTEewdyWTe6fI5jbsBZT2ulEzdy94S7MBPWXlK6Xicc8zCT3aKBJodM9mSxtMBPjg91/Fz4PTFP2cZhgTVkEui/zASaAcC7Hlr2ajwmUZGGyZU70faweJutjhvt/O6bHTwtMQAxMb48W7tMnuv9+ptD2RTUC9mIej3dgynwtADZg7rNZRX7WYzI9OpxgnPsxwYUgTP+ePPdttBT5icJkcuRjgnhlCTQ+h8kuaYwJbDxbhstWhrbucYC5v//AZCxdgMkIW8rRDLHFmKBkHeBl4DLMff5LlY1WRERERCqVgiwiIiIiIuZz8WfATMyq/uJcg5mM7n2C/TTFTHanAbcWOe8gcD9m9bxnAjwGkyXg+anK4MsFmGyA/3E0i6GO+7ennNSzmAyCC9z/h3N80/vKYsXcV07Kt+L/fUywo3CGhieQ8m9grvvn30XOA3P7v8EEDMoiGJM9chAYiSkTVdRSYBhwEScOUp2PuQ8mu/93uH92cbQ3Tbz7fwemDNUuTL8dz/ZFteNog/qHMYHF9pjH6/cc+1i8FRMceQPzvCiJE5MNY8eUxJqK6bPSp9A2IZisnW6Y4M6UE+yvOK9jSo51BD4p42UrwyJM35hLOFrGLYTim9j/jHlezwMecP8/AhPsEhEREZEaQEEWEREREaluGmF6WrwPbOVoH5HSOI/jAxk24GNM/4t/3PssTqD7uudjslKKisM0Z28E3AjsK2abj93X4fElZlLe89OzNDfCSx7BjLFwySpPkCXV/Xsm8C/MpDKYTJ5szH0RVMnjcwJdMQGeko7JiXwI3M6xx8Hz/effmOyMDhwNsngjwJUBvIQJtq04wXYrOXkAZywmSLPN/X9Zs4aKbh+DCXIsK3J6PKZ/zK2Y8nFg7vfPMdksD5XxOsdhsjdmY0qdNcUEGM5w7/+DMuzPIwFTgm3/yTbEBLAuwAS8KosD87j5AXMsjwANMKXpRhfZNh7zfGqLea5dSvFZRiIiIiJSTakni4iIiIhUFx9hsgMau//fgul50qjIdp7J5aJBgEBM8207ZuI3C5OZ8S1mYvQbTLZKcRkAYAIkmzEr0T/ElAC6u9D2eZhJ4D84ea8NTx+IyzHN1T3+5tgeEZXlIqAvJpuh8O2Nc//OKLL980X+z8MEmiZUyuiOsgO/eXF/nmyVA5jyZ2ACCR9QfFCsvCo6id4YkxXxeqHTTtQzpThFgyxnYG7/7GK2/RwT4Hsf6Ixp3r4BE6wo623JwQQzP8U8Z7KBTEwJsRNlxJTkRM8HWzGnnYnpk/IwJuBVeB/BmIyTwpcNOXrRgtMKb1fcd+azMRlALTDBk26Y1yEX8AJHM3UGYF5XwjBl0qI52nfoDExvl0mU/diKiIiIiB9RkEVEREREqoslmB4U/8KsIPes8L+qyHaeviIPYyZNPZPEZ2H6QnyECbC0w5Q16ogJmtzGsRPTnpXwhSdA5wH9MIGU2zDNw0e7t0nDNFvPLLR9SRPEngncTExTd498jg0OdQD+C+RiAhtFJ2P7uX+/zPGBEQ+b+7Z8AkzDTPi+jCkrVTSr4HtgTgn7AXPfOTHNwEtqhF5Vmrp/lxQUK04ipsdJ4YyIhZTcuD0KEzTo7P4/v4TtylshIKyE08e79/lHodMqOhF/G+YxUtzxtWD6B43DHNt8TPm8st6uYExg4XxMsMPz+G6AyZzqiHkObcI8pk/EE/AobgyeknVXAoc5+ryNdJ8GJqus6L42cbzsYk4rbrvC+mBK6Tkxj50JmNu1BPM60BB4DJMdtBsYhHn9eQ7z3HsYc4yvwrxe/YOIiIiIVFsKsoiIiIhIdfExJlBQdKI7iGNLPS3DZJJcjJnoLWw98Lj77/pAc8xq94cLbXMhZsW5Z7I2gWPtwDRM/xuzYr3w5HdqkW1LWg1/GLPifVuR058ocltigVGYieB8ip9oT8IEn0oS7P7xNFDv5R7Xi5gJ4cKOcLQfS2Fj3T8DMRPFa09wfZXtIUyppkj3/yebEC9sLsX3zSjJ2ZjAk8eiErYLL8M+bcArQBNMBgSYzBqPMOAuTI+VOZjj3wrzWI3AlKJr6N72EsxjydNb5Uagv/u8mzCBtM8xWVdnYYIBDkzQqB7QCZPRdJb7/5XAm5isk/fcP5sx9/FuzGPjd0xfGYAr3LejLabEWBfMY2s3JivmTfftuAFTKuxt9+XyMf1j4jHPgds4vnxaQJHfhc1xj2W8+6eo34DVhf73PKeGUPaMpWuAp4qM4wNMT5XfMYE7jyDgC0xz+yBMFsvtmEDTUkzmy/2Y4xQFLKd82T0iIiIi4kcsLpdfZyYPx6wMjMR8sP+CY1fM3Y1pxFicFpgP7iIiIiJSs+VjmoNfVOT0GPePh6ecV2HNMBPChf0HM6kKZoX5KEw2Q1HBnHw1/uPAM5hJ8QMn2bYqxWJuU2mb2PfBTCj/CdzLsRPLVa05sADTp+VPTJCssnpcWDBBlt2YoNq0ErZbj8nSKG2pt0sxZaIOuvf7EHDIfV4MpjxbLUw5uU8wwYxsTt7HxcMGhGICJL0wQcM73ONfjcnyOAMTQFyOCT5NxpQI82iAKc83CHP822Hu5yYczb56DpNZloMJIszAHJPFFB8Q7Ixp+n4G0B3zvLgG05uoqEaYgMjrwH3FnF8HE6QqHPxwYYKOy4tc/3RMwLU83xHvBN7CfPd8qxTbX4G5Tx7i2FKAYB4fj2LKmWVg7od1ZRyPiIiIiPgZfw6yvIH5IJuEWf3UHLNK63TMlxgwKeznYVZYFfUyx5ZeEBEREREpjbqYMlyrMKvVRbzNCtTGfL8pSTjHlp7zprqYTIuyZHXYMD17DhU6LQpoA6yhfIGuGMx3vZLKsFVXFk5c3i0Kk1FU2iCniIiIiPgxfw2yXIyps/0EZuWfC1PX90fMqqtR7u3WYlLMR/pgjCIiIiIiIiIiIiIicgrz1yDLCszKnr5FTl+IScOPxqS/p2HqGT9apaMTEREREREREREREZFTnr82vr+G4usNB3I0Zd5Tf3dpMduJiIiIiIiIiIiIiIhUKquvB1CCdcCWIqcNA3piGm6CaeAIcC2mZFg2ponj7fjv7RIRERERERERERERkRrCXzNZCjvH/XMLpgfLw+7Te7t/9wMmAznAecA7QGvg/pJ2aLFYgoHgIifHAsleG7WIiIiIiIiIiIiIiFRnkcB+1wn6rvhrT5bC1mP6sAA8hOnB4gLeBBoC1wEZ7vPDgFlAd6ApcLC4HVoslieBJypnuCIiIiIiIiIiIiIiUkM0drlc8SWdWR2CLFZM1sp/gbMwwZGnT7D9ecCvwJ2YrJbjFJPJEgns27lzJ5GRkd4Yc41gt9uZOXMmp59+OoGBgb4ejniZjm/NpWNbc+nY1mw6vjWXjm3NpuNbc+nY1lw6tjWbjm/NpWNbs+n4ij9KT0+nRYsWANEulyutpO2qQ7kwJ7AEGA2swWSzvAxklbC9p5dLq5J26HK5coFcz/8WiwWA2NhYoqKiKj7iGsJutxMWFkbt2rX14lYD6fjWXDq2NZeObc2m41tz6djWbDq+NZeObc2lY1uz6fjWXDq2NZuOr/ij0j4W/blBvKXI/7nATCACUyYsDpOBUlSs+3dI5Q1NREREREREREREREROdf4YZKkFHAAeK+a8GPfvOsAh4NpitjnH/XuD10cmIiIiIiIiIiIiIiLi5o9BliPAXuBhoEuh09sCY4C1wGL3No8ADQptMxC4H8gBfqiKwYqIiIiIiIiIiIiIyKnJX3uy3AHMxQRTfgCygbGAC7gV06flIWASsBFYCoQB/d3b3AgcrPJRi4iIiIiIiIiIiIjIKcMfM1nABE0GArOAUZgMlhlAN2CBe5vvgXOBTcBgoA3wCzAI+KwqBysiIiIiIiIiIiIiIqcef81kAViBCaKcyDT3j4iIiIiIiIiIiIiISJXy5yCLiIiIiIiIiIiIiIhfcLlc2O12nE6nr4ciZWSz2QgMDKyUfSvIIiIiIiIiIiIiIiJSgry8PBISEsjKyiI/P9/Xw5FyCg4OJi4ujqioKK/uV0EWEREREREREREREZFiZGVlsXfvXmw2G7Vq1SI0NBSbzYbFYvH10KSUPBlIqampxMfHA3g10KIgi4iIiIiIiIiIiIhIMRITEwkMDKRZs2bYbDZfD0fKKTQ0lMjISPbt20diYqJXgyxWr+1JRERERERERERERKSGcDgcZGZmEhsbqwBLDWCxWIiOjiY3Nxe73e61/SrIIiIiIiIiIiIiIiJShMPhAEwvD6kZAgMDAbzaW0dBFhERERERERERERGREqj/Ss1RGcdSQRYREREREREREREREZFyUJBFRERERERERERERESkHBRkERERERERERERERERv5Sfn09eXp6vh1EiBVlERERERERERERERKRCfvzxRxYsWFDw/+7du/nhhx/Yv39/ufe5bt062rZty4svvuiNIVYKBVlERERERERERERERKRCrrvuOt58882C/xcvXswll1zC6tWry73PDh06EBISwosvvkhiYqI3hul1Ab4egIiIiIiIiIiIiIiIVG/BwcGEhIQU/B8WFgZAaGjoCS83depUkpKSCA4OJjg4+LjzBwwYwIYNG7jnnnu45JJLjjvf4XCQnZ1N79696dChQwVvRdkpyCIiIiIiIiIiIiIiIj7x0ksvMXv27JNuN3HiRCZOnFji+e+9956CLCIiIiIiIiIiIiIiUnPZ7XYSExNp0KABAN988w0Oh4OgoCCCgoKwWCyl3pfL5SI/P5/c3FyioqIqa8gnpCCLiIiIiIiIiIiIiIhUut27d3PZZZdht9uZPXs2ERERBcEWgM2bN3P48OFS769FixY0atSoMoZaagqyiIiIiIiIiIiIiIhIqeTl5fHkk08SGhpKYGBgwenZ2dklXsbpdPLZZ5/x0EMPkZyczHnnnceBAwdo06bNMds9//zzfP7556Uey2uvvca9995b5tvgTQqyiIiIiIiIiIiIiIiUlcsFWVm+HkXphYVBGUpxlSQvL4+XXnqJ0NBQgoKCCk4vKcjy999/c9ddd7Fu3TqGDx/Os88+S9++fYvdNiQkBIDly5cTFhZW4hhWrFjBlVdeWbC9LynIIiIiIiIiIiIiIiJSVllZEBHh61GUXkYGhIdXeDcRERHY7fbjTo+Liyt2++eee44RI0bw/vvvM2jQoBPu22azAdC2bVsiTnDfJiYmHrO9LynIIiIiIiIiIiIiIiIileKbb77h8ssvL9W2LperTPu2eCEzp6IUZBERERERERERERERKauwMJMdUl2coPxWZapfv36pt3U4HAB8/vnnBAcHl7jdtm3bjtnelxRkEREREREREREREREpK4vFK+W35ChPX5c777yzTNv7ktXXAxAREREREREREREREfnyyy/JyMhgxYoVuFwuXC4Xf/zxB2DKjnlOy8rKwuVycd999/l4xAqyiIiIiIiIiIiIiIiIH3A6nVx33XWcfvrpbNiwodhtvvjiCzp27MiyZcuqeHTFU5BFRERERERERERERETKJD4+nm+//ZZbb72VNm3akJSUVOrL/vbbb9jt9mNOy8/P54YbbuCHH37gjDPOoE2bNsVe1m63Ex8fz6BBg/joo48qdBu8QUEWEREREREREREREREplZtuuokmTZrQuHFjrrjiCmbOnMnw4cMJDQ09Zjur1YQf8vLyjjndbrdz1VVX0aBBA7KysgDIzMzkggsu4LPPPuOKK67gu+++IzAwsNjrv+GGG/jnn3+Iiori5ptv5vbbb8fhcFTCLS0dNb4XEREREREREREREZFS6du3L7NmzeL5559n7NixtG7dGoCvvvrqmO3q1q0LwIsvvkh+fn5B0GT69OmkpaVx0003ERYWxubNm7nooovYsGEDN998M++9915BgAYgNzcXAIvFUnDa4MGDWbx4Meeccw7vvfceu3fvZsqUKcdsU1UUZBERERERERERERERkVK54YYbuP7667HZbMecnpeXd0wJsN69e3PxxRfz448/MmPGjGO27dSpE88++ywABw8eZNeuXTz00EO8+OKLBdv8/PPPpKam8vXXXwNHgzYeLVu2ZN68eQwfPpzRo0f7JMACCrKIiIiIiIiIiIiIiEgpFc4yKcxut5OdnX3MaT/88AMpKSmkpKQUnBYUFETDhg0L/h82bBgbNmygWbNmx1x27dq1PPHEEwCcccYZDBgw4LjrrFOnDosXLyY4OLi8N6fCFGQREREREREREREREZEKyc/PL/b0mJgYYmJiTnjZogEWgFtvvZUePXrQvXt3mjRpUuJlfRlgAQVZRERERERERERERETEz9StW5fzzjvP18M4qeLzekREREREREREREREROSEFGQREREREREREREREREpBwVZREREREREREREREREykFBFhERERERERERERERkXJQkEVERERERERERERERKQcFGQREREREREREREREREpBwVZREREREREREREREREykFBFhERERERERERERERkXJQkEVERERERERERERERPzO3r17yc3N9fUwTkhBFhERERERERERERERqZA5c+bQunVrnn322TJd7q233mLjxo3FnvfEE0/QrFkz9u7d640hVgoFWUREREREREREREREpEKcTifbt28nPT291JfZu3cv//73v+nWrRv//ve/ycnJKTjP4XAwdepU+vTpQ5MmTYq9vMPhIDU1FafTWeHxl5eCLCIiIiIiIiIiIiIiUiGhoaEAhISElPoyTZo0YdWqVfTq1Yvnn3+ebt26sWHDBgB+/vlnEhISmDJlChaLpdifwMBAYmJiSEhIqJTbVBoBPrtmERERERERERERERGpEWw2GwAWi6VMl2vVqhWzZ8/m5ptv5s8//6Rhw4YAvPHGG/Ts2ZOnnnqq2Mu5XC7y8/PJzs4mJiamQmOvCAVZRERERERERERERETEZ4KCgvjss8/Yvn07MTEx/PLLL8yfP5/vvvuO0aNH+3p4J6Qgi4iIiIiIiIiIiIiI+FyrVq1ITU3lgQceIC4ujo4dO7Jp06YSt4+JiaF+/fpVOMLjKcgiIiIiIiIiIiIiIlJGLpeLbHu+r4dRaqGBtjKX8iqPt99+m2+//faY05xOJ3l5eeTm5vLLL7/Qr18/XC4Xt9xyC2eddRaXXnppwbbXXHMNu3bt4oILLqBz584nvK5bbrmF999/v1JuR2kpyCIiIiIiIiIiIiIiUkbZ9nw6/udPXw+j1DY8PYKwoMoPCeTk5JCSknLMaQ6Hg9zcXHJycnA4HAAcPnyY9evX89FHH/Hee+/x3nvv0b59e8aPH8/ZZ5+Nw+Fg9erVbNu2jYSEBB566CHefvttIiMjARg0aBBhYWGVfntOxurrAYiIiIiIiIiIiIiISM3w4IMPcvDgwWN+EhMTSU9Px263M2jQIADq1q3L/Pnz+eSTT1ixYgXdunVj2bJlXHDBBdxxxx0cOXKE8PBwACIiIpg9ezb33XdfwfXk5OT4RZBFmSwiIiIiIiIiIiIiImUUGmhjw9MjfD2MUgsNtPl6CMUaP348Z5xxBj/++CO9e/cmJyeHgIAAUlJSqFWrFgBhYWG89dZbLFu2rOByubm5BAcHk5WVhc1mIzg42CfjV5BFRERERERERERERKSMLBZLlZTfOhU0a9aM22+/HYDHH3+cV155peC8on1knn766YK///Of//Cf//yHt956izvvvLNqBluEyoWJiIiIiIiIiIiIiIjPHD58mA4dOrB06VLuuusuVqxYwdChQxk7diwbN25k3bp1TJgwgY0bNxb8REZG8vzzz7Ns2TLGjh3rs7EryCIiIiIiIiIiIiIiIj7z7rvvsmvXLmw2G82aNaNHjx7k5ubSvHlz2rdvz4oVK7jzzjux2Wy0b9+e9u3bk5OTQ8eOHenVqxf169f32dgVZBEREREREREREREREZ/Iycnh3XffZeTIkfTs2bPg9MOHDxf0ZLn88stp3LgxDz30EAAOhwO73a7G9yIiIiIiIiIiIiIicur6+OOPSUhI4J577jnm9MOHDxMdHQ1AYGAgb775ZkF/lszMTACCg4PJzs4mNDS0agddiIIsIiIiIiIiIiIiIiJS5bKysnj22Wfp1KkTI0aMKDg9Ly+P9PR07rzzzhM2tB86dCiDBg1i3rx5VTHcYinIIiIiIiIiIiIiIiIiJ3XrrbeSnJxMcHAwNpvtmPOSkpIA+OWXX9i1a1exl3c6ndjtdpo2bcoLL7zAk08+ycGDB3nppZcKslQAAgIC2LhxY4nj+P3333nggQeYO3cuderUqfgNqwAFWURERERERERERERE5KRmzZpFfHw8gYGBWK3Ht3yvXbs2+/btY9++fcVe3uFwkJubS48ePcjLy2P58uV06tSJcePGHbOd1Wqlffv2x13+wIEDPPbYY0yfPp3GjRszePBg79ywClCQRURERERERERERERETmrTpk1e3d+MGTPYt29fsQGb4jRo0IDVq1fTuHFjnnrqKa+OpbwUZBEREREREREREREREZ9o3LhxmbZfvnx5JY2kfEoXHhIREREREREREREREZFjKMgiIiIiIiIiIiIiIiJSDgqyiIiIiIiIiIiIiIiIlIOCLCIiIiIiIiIiIiIiJXC5XL4egnhJZRxLBVlERERERERERERERIoICAgAIDc318cjEW+x2+0A2Gw2r+1TQRYRERERERERERERkSICAgIIDw8nOTmZ/Px8Xw9HKsjlcpGamkpwcDCBgYFe22+A1/YkIiIiIiIiIiIiIlKDxMXFsXfvXnbu3El0dDShoaHYbDYsFouvhyal5HK5sNvtpKamkpGRQaNGjby6fwVZRERERERERERERESKERYWRosWLUhISODIkSMkJib6ekhSTsHBwTRq1IioqCiv7ldBFhERERERERERERGREgQFBdG4ceOCjAin0+nrIUkZ2Ww2r5YIK0xBFhERERERERERERGRk7BYLAQFBfl6GOJn/L3x/XDgDeAT4GGgfjHbXAusA7KBZcCAKhudiIiIiIiIiIiIiIicsvw5yPIG8BdwJXA68AKwBuhUaJsHgc+ACOA9wAlMB9pU5UBFREREREREREREROTU469BlouBu4EngDpAC2AMUAt40b1Nc+C/wHagB3A/MAjYignQiIiIiIiIiIiIiIiIVBp/DbI8BiwFngZc7tN+xZQDG+z+/xogyL3NEfdpduAVYARQu6oGKyIiIiIiIiIiIiIipx5/bXx/DZBXzOmBQKb774GYAMyUItv8gwkeDQF+qaTxiYiIiIiIiIiIiIjIKc5fgyzrijltGNAT+MT9fz0gHkgusl08kAu0rLTRiYiIiIiIiIiIiIjIKc9fgyyFneP+uQVYCzzsPj0KOFzCZVKBhiXt0GKxBAPBhU6KBLDb7djt9oqOt8bw3Be6T2omHd+aS8e25tKxrdl0fGsuHduaTce35tKxrbl0bGs2Hd+aS8e2ZtPxFX9U2sejxeVynXwr31oPdHT//RCm54oL2AwkYprdF7UX+A24vbgdWiyWJ4Enip4+ceJEwsLCKj5iERERERERERERERGptrKyshg3bhxAtMvlSitpu+qQydIF6A38F3gJCMM0u88EQkq4TCAQdIJ9Pg+8Wuj/SGDf2WefTVRUVIUHXFPY7Xb+/vtvhg8fTmBgoK+HI16m41tz6djWXDq2NZuOb82lY1uz6fjWXF8t2sW69Rt55pqzdGxrGD1vazYd35pLx7Zm0/EVf5SWVmJc5RjVIcjiBJYAo4E1mGyWl4H9wIBitrcBsUBKSTt0uVy5mL4tAFgsFgACAwP1JC6G7peaTce35tKxrbl0bGs2Hd+aS8e2ZtPxrVm2JaTz1NQtgI0L96UzuG09Xw+pxjuSmcfGA2lsOJDGxgPp7E7KJC4imGa1w2haO4xmseE0qx1Gg+gQAmxWr1ynnrc1m45vzaVjW7NVx+M7fcMhXpu+hdtOa8XoriV2sJBqqLSPRX8OslgwZcE8coGZmN4sDYHVwCigObCr0HY9MJksh6pikCIiIiIiIlKzTFq6t+DvV/7eyqA2dQsW50nF5Dtd7ErKNAGV/WlsdAdVDqbllOryAVYLjWuF0rR2OM1iw2hWO4xmtU0ApmlsGCGBtkq+BSIi/mnLoXQiggNoGBPq66Gcct6YsZX1+9O4c+JKVuxO4V/ntifQSwsCpHrwxyBLLWAD8A7wbJHzYty/M4GpwL+BG4HHC21zhfv3nMobooiIiIiIiNREeQ4nP62IL/h/5d5UZmxM4KyOymYpq/QcO5sOprsDKWlsOJDO5oNp5NidxW7fNDaMDg0i6dAgipZ1IkjKyGV3UhZ7krPYnZTJ3uRs8vKd7ErKYldSVrH7qBcVTLPYcHf2izsLxh2QiQkLVLBMRGqkNftSuOjdBYQHBzDlrsE0iVXP6aqyLSGDtfGpWCzgcsEn83eyNj6Fd8b1pG5USZ0upKbxxyDLEUzj+oeBycBa9+ltgTHu/w+4f5YBDwLLgZ+BCzDN7rdgSoxJBayNT+XveAvn+nogIiIiIiIiVeSfTQkkZeYRFxFE18gc/jlg5eW/NnNG+7pYrZqgL47L5WJvcra71Jf752Aae5Ozi90+NNBGu/ommNLRHVRpVz+SyJATl+TId7o4mJbD7qRM9iRlsTs5y/07k91JWaTnODiUlsuhtFyW7Eo+7vKRIQE0rx1Ok1ohWFItDMt1EFPNStKIiBSV73Tx2M/rcDhdpGbbufWr5fx420Bl9lWRyavMwowz2tXlsj5NeOC71SzddYRRb83jnXE96dsi1scjlKrgj0EWgDuAucBi4AcgGxiLKR92a6HtrgT+AX5ybxMKZAHjObbUmJRRQloOYz9YjNNl49aD6XRuUr1eEHLs+dz/3SoaxYTyr3M66MuQiIiIiIiUynfLTKmwC7s3pGXuNpYeCWLTwXR+W7OfMd0b+Xh0/sGR7+S3NftZsTuFjQfS2HQwnYxcR7HbNogOoUODKDo0iKRjg2g6NIikWe1wbOX4jmazWmgUE0qjmFAGtjr2PJfLRUqWnV1Jme7Mlyx3FowJwCSk55Ke42BtfCpr41MBG/k/r+e9q3opu0VOGYkZuUxaupcr+jYlNjzI18MRL/lq0W7WxqcSGRJAoM3K+v1pPP7LOl4a21Wvb5XM5XIxedV+AMb0aMTZnerz612R3PbVcjYdTOeKjxbxr3Pac8PgFjoWNZy/BlmWAgMx5cJGAXZgBvAYsLXQdluArpiyYf0wvVmeLrKNlEPdqBDO7liPaesP8dnCPbxczYIsP62I5/e1BwHIyHXw3IVd9GImfmPRjiSy8hyc0V4lJ0RERET8ycHUHGZtTgBgbM9GbFq6jZsGN+fV6dt49e8tnNulwSlfY92R7+Seb1cxde2BY04PsllpUy/CHVAxQZUO9aOoVUUTuRaLhVrhQdQKD6JH01rHnZ+V5ygIvmw5kMprM7Yybf0hfltzgPO7qUmxnBr+M3kdv689yKq9KXx0TW9fD0e8ICEth5f/3AzAwyPa0bJOBFd/vJgflu+jR9MYruzXzMcjrNlW7ElhT3IW4UE2hncwczwt4sL56faBPPbzOn5eGc+zUzeyck8KL4ztSkSwv07FS0X585FdAaWqVJWMKRkmXjZ+YDOmrT/Er2sO8Oi5HYiLCPb1kErF6XTx8bwdBf9/s2QvwQE2njivowIt4nMHUrO5+uPF2PNd/HHPEDo0iPL1kERERETE7ccV+3C6oE/zWrSsE84m4NoBTfli0V52J2Uxaelerup/6k5YOfKd3DvJBFgCbRauHdCczo2i3T1Uwv06ABUWFED7+lG0rx/FGW1rs37TZqbts/F/v6yjf4tY1c2XGm93UibT1pnFqH9vOMSC7YkMbBXn41FJRT07dSPpuQ66No5mXL9m2KwWHhrRnhembeLJX9fTsUFUsYFn8Q5PqbARneoTGnS0PFtYUACvXtqNHk1jeGbKBqauPcCmg2l8cHUvWteN9NVwpRL57ycg8bkeTaJpFuEiz+Hkq0W7fT2cUpu95TDbD2cSGRzAU+d3AuCzBbt4YdpmXC5VkRPf+njuTuz55nH42fxdvh2MiIhIKaTl2MksoQyQSE3icrkKSoVd0rtJwelhQQHcdUZrAN6csZUce75Pxudrjnwn9323milrTIDlvSt78fjojlzQoxHt6kf6dYClOGc3ctGpYSSp2XYe/WmtvitKjffJvJ04XRDgLtX37JSN5Dv1uK/O5m49zK+r92O1wH8v6FJQhvHWYS0Z0ake9nwXt3+9gqSMXB+PtGay5zuZssZkdY7pcXw5UYvFwjUDmjPplgHUjwph++FMxrw9n6lrDhy3rVR/1etTkFQpi8XCaQ2cgKnvWF2+TExwZ7Fc0a8p1w5szrMXdAbg/dnbeWOGKsmJ76Rk5TFxyZ6C/39eFa8POyIi4teSM/M44+VZjH5rHrmO6vFZUKS8Fu9MZneSKfkxqkuDY867vG8TGsWEkpCey+cLdvlmgD6U73TxwPer+W31fgKsFt4Z15OzOlbv0rc2K7x4UWeCbFb+2ZTA98v2+XpIIpXmSGYe37kf469d1p3IkAA2HEjjpxV63FdXOfZ8/jN5PQDXDGhOl8bRBedZLBZevqQbLePCOZCaw13frMSR7/TVUGusuVsPk5yZR1xEMINa1S5xu55NazHl7sEMbFWbzLx87pi4gmembMCuY1KjKMgiJ9Qt1kX9qGASM/L4dfV+Xw/npDbsT2P+tiRsVgvXDmwOwFX9m/H4qA4AvD59K+/P3u7DEcqp7IuFu8nKy6d9/Ui6NIomz+Hkm0JBFxEREX/z7dI9JGbksTMxs6Cpp0hN9d1Sk8VyXreGhBepmR4cYOO+4W0BeG/2dtJy7FU+Pl/Jd7p48PvVTF5lAixvj+vJ2Z3q+3pYXtG2XiT3n22O69NTNrDvSJaPRyRSOb5atJtsez6dGkYxumuDguy8l//aTFaeslWrow9m72BnYiZ1IoMLXscKiwwJ5P2rexEWZGPB9iRe/muLD0ZZs/2y0nw2Pq9bAwJOks0ZFxHMF9f35bbTWgHw8bydjPtoEQlpOZU+TqkaCrLICdmscHX/poBJLfX3FGpPFsu5XRrQKCa04PQbh7TkoRHtAPjfH5v4bP5On4xPTl3Zefl85l71eNtprbh+cHMAvly0W6sXRETELznynXy18GjJ2I/m7PD7z4Ii5ZWWY+f3daZ8R+FSYYVd2KMRretGkJJlZ8KcHcVuU9PkO1089P1qfl4Zj81q4e1xPRjZuWYEWDxuGtKSnk1jyMh18PAPa3CqfJLUMDn2fD5fuAuAm4e2xGIxi1KbxIZyKC2XD0+R17OaZFdiJu/M2gbA/43uSFRIYLHbta0XyYtjuwKmusu0df5bpioxI5cX/9zCngxfj6R0MnId/LXB9Di6oPvxpcKKE2Cz8sjI9nxwdS8igwNYuusIo96ax5KdyZU5VKkiCrLISV3WuzGhgTY2HUxnwfYkXw+nRIfScvjNnW1zw+AWx51/x+mtC1ZrPPnbBmUQSJX6btlekjPzaBIbyqguDRjVpSF1IoM5lJbL72v994OO+JfPF+7mP8ttbD6Y7uuhiMgpYPrGQ+xPzSE2PIiI4AC2JmQwa8thXw9LpFL8tno/OXYnretG0LNpTLHb2KwWHnSvFp4wbyeJNbzsa77TxcM/rOEnd4DlrSt6MLJzg5NfsJqxWS28cml3QgKtLNiexFeLq08/UpHS+GVlPIkZeTSMDuFcdynE4AAbj440FT8+mL2Dg6laTV9duFwu/m/yOvIcToa0ieO8rid+XR7dtSE3uufIHvx+DdsP+18UY29yFpe8v5CP5u3i6222arGo56/1B8mxO2kRF07XQqXaSmNEp/r8etdg2tWL5HB6Lld8tIgJc7WYqbpTkEVOKjo0kEt6NwZMNou/+mLhLuz5Lvo0r0X3JjHFbnP/8LbcNMS8ufz757X8vFL1R6Xy2fOdBauDbh7SkgCblaAAK1f1awbAp/N3+XB0Ul3k2PN5a+Z2UvMsfLlYQWIRqXye96cr+jbh8j5mZf+EuVrtKjWTp1TYZb2bYLFYStxuRKf6dG0cTVZePu/OrLlliJ1OF4/+uIYfV+zDZrXw5uU9CiZna6IWceH86xwz4fz875vYmZjp4xGJeIfT6eJD93v39YNbEFiopNG5XerTq1ktsu35vPzXZl8NUcpo6toDzN2aSFCAlafHdD7he5bHI+e0p2+LWDJyHdz65XIyc/2nRNymg2lc/N6Cgtfdg9kWluw64uNRndwv7jK6Y7o3LNUxKKpFXDg/3zGQC7o3JN/p4tmpG7lz4koy/OjYSNkoyCKlMn5QCywWmLEpgR1+GPXOynPwtXvS8YbBLUvczmKx8O9zO3B1/2a4XPDAd6uZukZZBFK5pq45QHxKNrXDg44pPzGuX1OCbFZW7U1hxR7//xAhvvX72gOkZpsPXH+uT1CZORGpVBsPpLF4ZzI2q4Wr+jdj/OAW2KwW5m9LYv3+VF8PT8SrNh1MY/W+VAKsFi7seeKSHxaLpaAM8VeLdhOfkl0VQ6xSTqeLf/20lu+X78Nqgdcv686ok6yUrgmu7t+Mga1qk23P58HvV5OvsmFSA/yzKYEdhzOJDAng8r5NjznPYrEU9K/9ccU+1sXr/d3fpefYefq3DQDcNqwVLeLCS3W5QJuVt8f1oG5kMFsTMnj4xzV+kTWxbFcyl76/kIT0XNrVi2Rkp3oAfLnIvxcVHk7PZd5Wk91d2lJhxQkLCuC1y7rz9JhOBNosTF17gDFvz2NbgipXVEcKskiptIgL58z2dQH/XHX/44p4UrLsNI0NY3jHeifc1mKx8NT5nbi0d2OcLrjn25VM33CoikYqpxqXy8X7s80qx/GDmhMSaCs4r05kMOd3bwj45/NK/MvEQtkrKdl2vy7fKCLV3+fuPmIjO9WnQXQojWJMuUuACXP9N7NZpDy+W2qy28/sUJe4iOCTbj+4dRwDWtYmL9/JG9NrViNhp9PFY7+sZdKyvVgt8Npl3TmvW0NfD6tKWK0WXhzblYjgAJbvPqLMPakRPFks4/o1JSI44LjzezStxZjuDXG54L9TN/rFxLuU7NW/t5CQnkvz2mEFDdRLq25kCO9d1ZMAq4Wpaw7wsY8r1czYeIgrJywmLcdB72a1+O6WAdx1ulk0PX3TYQ6k+u8ihilr9uN0QfcmMTQvZaCrJBaLhWsGNOfbmwdQPyqE7YczGfP2fC0Ir4YUZJFSu95dw/GH5ftIycrz8WiOcjpdBWXMrh/UHJv15Gl6VquF5y/qypjuDXE4Xdz+9QrmqMa4VIJZmw+z6WA64UE2ru7f/Ljzxw8yp/2x9oDq4EqJthxKZ9nuI9isFrrGmgyWKe4eVCIi3nYkM49fVsUDcJ37fQpMc2gwvSv8+YuvSFnkOvILSghf1qf4hvdFWSwWHhppsll+WL7PL+vbl4fT6eLxyev4ZsnRAMuYCqzQrY4a1wrj/0ablf2v/LWFLYe0mliqr1V7U1iyM5lAm4XxA4/vW+vx0Ih2BAVYWbgjiekbE6pwhFIW6+JTCxbBPD2m8zELOEurV7NY/m90RwCe/2MTi3f4ZuHej8v3cfOXy8l1ODmjfV2+vKEf0WGBtK0XSesoF/lO1zGLDP2Np1TYBd29twihV7NaTLl7MANa1iYzL587Jq7gmSkbVMGiGlGQRUptQMvadGgQRbY9n2+W7PX1cAr8symBnYkm/bVwKaaTsVktvHJJN0Z2qk9evpObv1zGIh+9wUjN9d4sk8VyZf9mRIcFHnd+p4bR9G0Ri8Pp4stFu6p4dFJdeD5gntGuDsPqmw9Zf64/SJ5DH7hExPsmLdtLjt1JxwZR9G5Wq+D0Lo2j6d/SvGd9pgxMqSGmb0jgSJadelHBDG1Tp9SX69m0Fmd1qIfTBa/+Vf2zWVwuF//5dR0TF+/BYoFXLu12ygVYPC7t3YTT29UhL9/JA9+t1gSXVFsfufuCnt+tEfWjQ0rcrnGtsILG6M//vlGPeT+U73Tx2C/rcLpgdNcGDG1b+veroq4Z0KygD8gdE1dyKK1qF3t+NGcHD7hLMl7UsxEfXN2L0KCjAaMh7u+73yzZQ64jv0rHVho7EzNZvTcFm9XCaC9nesZFBPPlDX25dZjJUvp43k6u/GgxCVV8jKR8FGSRUrNYLNzgfuP9fMEuv3njnTDvaPpreDHprycSYLPy5hU9OL1dHXLsTq7/bCnLd6s3hnjH8t3JLNllVg5dP6jklUPXu1cJT1y8hxy7/32IEN/Ksefz0wqzwvaKPo1pGQV1I4NJy3Ewb5sy8ETEuxz5Tr5cuBswWSxFG3nePNRks0xcvIf0HHuVj0/E2yYtM4vHxvZqTICtbF+PHxzRFovFNCGuzr0MXC4XT/y6nq8WmQDLy2O7cWGPxr4els9YLBb+d3FXokMDWRufyrszt/t6SCJlticpiz/WmXJDNw0t+buox22ntSIuIogdiZl8vWh3ZQ9PyuibJXtYvTeFiOCAgkyU8rJYLDx3URfa148kMSOX279eUSWL91wuF8//sZH//r4RgJuGtODlsd0ILPLe26WWi3pRwSRm5PHH2oOVPq6y+mWlyfYe3DquVCVGyyrAZuXRc9rzwdW9iAwOYMmuZEa9NY8lO5O9fl3iXQqySJmc160BcRHBHEzL4fe1vq8PuC4+lUU7kgmwWrhuYPNy7SMowMp7V/ViUOvaZOXlc90nS1i7r/p+SRL/8d4sEwC8qEfjE64cGt6xPo1rhXIky17whi3iMWXNAdJyHDSJDWVQq9pYLRQ0BJyy2vevwyJSs0zfmEB8Sja1wgI5v5jVeae1rUvruhGk5zqYtNR/MptFymN/SjZz3Y1rL+lV+ox4j/b1oxjjfp689Odmr46tqrhcLp76bQNfLNyNxQIvje3Gxb1O3QCLR72oEJ4e0wmAt/7ZWq2DaHJq+mT+TpwuGNq2Du3rR510+8iQQO4fbsogvj5jK6lZWkjhLw6n5/LitE0APHB2W+pFlTy3UFphQQG8f1UvIkNMD6rn3IGPyuLId/LwD2v4YLaZI/nXOe15bFRHrMWU+7dZ4fLe5n3oi4W7KnVcZeVyuZjsLql7YY/KzfYc0ak+k+8cRLt6kRxOz+WKjxYxYe4O9U3yYwqySJkEB9i4un8zAD6Zt9PnT25Po67RXRvQIDq03PsJCbTx0TW96ds8lvRcB1d/sphNB9O8NUw5BW05lM70jYewWODmYS1PuK3NauHaAc0B+HT+Lp8/r8S/TFxsVpJd3qdpwYfQczubIMtfGw4p+0lEvMpT6/uKvk2LrfVttVoKSop8Ot9/MptFyuOH5ftwuaBfi9hyN669b3hbAqwWZm857LPa9uXlcrl4esoGPnM/71+4qCtjFWApcH63hpzbpT4Op4v7v1vll2VrRIqTkpVXsBDi5iEn/i5a2KW9G9O2XgQpWXbe+mdrZQ1Pyuj53zeSluOgU8Oogvk4b2geF85rl3YH4LMFuyptwWeOPZ9bv1rO98v3YbXAi2O7cou7HFZJLuvdmECbhRV7UvxqEfTqfansSsoiNNDG8I71Kv36WtaJ4Oc7BjLGXd7t2akbeXeWsiv9lYIsUmZX9m9KUICV1ftSfVpa62BqDr+5Gz/fMLj0HxxKEhYUwMfX9aZ7kxhSsuxcNWEx2xJqRhNLqXqeFRojOtanVZ2Ik25/aZ8mhAXZ2HwonYXbq9cXdKk8mw6msWJPCgFWC5f0Pjrp0aNJDA2iQ8jIdTBni0qGiYh3bD6YzsIdSdisFq46wZf4C3o0Ii4iiPiUbL/IbBYpD6fTxXfuUmGlbXhfnGa1w7m8r7n8i39urjaLZVwuF89M2cin7v5K/7uoC5dW4H6oiSwWC8+M6Uzt8CC2HMrgtb816SzVw1eLdpNtz6djgygGta5d6ssF2Kw8NsqUovp84S52JWZW1hCllBZsT+SnlfFYLPDfC7uUuazlyZzVsR53ndEagEd/WsPGA95dbJyabefqjxczfWMCwQFWPri6N5eWopdynchgzu3SAPCvbBZPIOrsTvXK3K6gvMKCAnj9su48ek57AF7+azN/bzhUJdctZaMgi5RZXEQwF7qbIHoySXzh84W7cDhd9GsRS5fG0V7ZZ2RIIJ+P70vHBlEkZuRx5YRF7E7SBwspm/iU7IIU0ltPO/EKDY/o0EAu7mkm0T+Z77vnlfgXT8P74R3rUTfyaFq41WphlPtD55Q1muAU8XdfLtrDF1utZOY6fD2UE/KsZj+7Yz0axpScIRwSaOMadwbmRypbINXUwh1J7DuSTWRwAOd0blChfd11RhtCAq0s332EmZsTvDTCyuNyufjv1I0Fnzmfu7ALl/dt6uNR+afaEcE8d1EXAD6cs91v+ncmpOWwYb8qL8jxcuz5fLbAZMLfPLTlcb3VTmZY2zoMa1sHe76LF9wlqsQ38hxO/u+XdQBc2a8p3ZvEVMr13HtWW4a2NX2Kb/tqOanZ3ikVl5CWw2UfLGTpriNEhgTwxfV9y5T94fms+evq/RzJzPPKmCrCke9kyhqz0PuC7pVbKqwoi8XCrcNacVX/prhccO+3K9l8ML1KxyAnpyCLlMv17jIRf64/yN7krCq//sxcR0EzthvLkP5aGtFhgXx5Q1/a1I3gUFou4z5aTHxKtlevQ2q2CXN34HC6GNCydpk+CF03qDkAMzYlKLgnZOU5+HmFCdaN63f8xMeormZCaPrGQ2TnqXyFiL/adySL5/7YzPJEKx/M9d8gemqWnZ9X7gMoVZ+7q/o3IyTQyrr4NBbtUCNOqX48WSzndW9IaNDxpfHKol5UCNe6nzcv/bkFp9N/A4+m8fAmJrgXy/33ws7Ffs6Qo0Z0qs9FPRrhdMGD36/26ecul8vFpKV7GPbSLEa/NZdlu/T6K8eavCqexIxcGkaHFHxfKKvHRnXAaoE/1h1Us20f+mjuDrYfziQuIoiHRrSvtOuxWS28cVl3GsWEsispiwe+W1Xh97GdiZlc9N4CNh1Mp05kMJNuHkC/lqXPqgLo2TSGTg2jyHU4C96zfWnetkQSM/KoHR7E4DZxPhnDE+d1YkDL2mTm5XPjF0tJ9oPgkxylIIuUS7v6kQxpE4fTdXTVY1X6Yfk+0nIcNK8dxpnt63p9/7Ujgvn6pn60iAsnPiWbKz9axKG0HK9fj9Q8RzLz+HaJ+QBwWymzWDxa1YngtHZ1cPnoeSX+ZcrqA6TnOmgaG8agVsd/iOveJIZGMaFk5eUzqxqsmhU5VX0w2wTeAT6Zv9tvF25MWraHHLuT9vUj6dsi9qTbx4YHFTQK/2jujsoenohXpWbZ+WPdQQAuK0XZktK4bVgrIoMD2HggjSl+WkbP5XLxv2mb+HCOec4+c0Fnruznvfr+NdkT53WiflQIOxMzfba6/0hmHrd9tYJHflxLtj0fp4uCYykCpgziR+4FHdcPbkFgOUtLta0XWZDd9uzUDX4dOK6p9iZn8eYMU6LwsVEdiA4NrNTrqxUexPtX9SIowMr0jQm8O2tbufe1Lj6VS95fwL4j2TSrHcaPtw6kY8OoMu/HYjnau/bLRbvJ9/HjcPIqk8UyumuDcj+3KirQZuXdK3vSNDaMvcnZ3P71cvVH9CMKski5ebJZJi3dS3qOd9IJSyPf6SpIbb9hcIuCRtDeVjcyhK9v7EfjWiaaf+WExSRm5FbKdUnN8fnCXWTb8+nUMIoh5VjdMH6QeV59v2xflT6vxP98vcSUCruib9NiX+csFguju6pkmJROcmYer/61mQXbE309lFNKQloOk9wr72oHu8h1OHnJD0tv5DtdfLHQZAiPH9S81KVFbhjcAosF/tmUwLYElSyQ6mPy6njyHCao2NVLZYdjwoK4eajJsH/1r81+N+nhcrl48c/NBX0Dnx7TyasNlGu66LBAXhjbFTCLoar6/XTBtkTOeWMu09YfJNBm4Ub3d/G/Nx5S3wwpMHNzAtsSMogMDqhQrymA+85qS0RwAGv2pTJ5deU0RJfiuVwu/jN5HbkOJwNa1q6y0lRdGkfz7JjOALzy95Zy9f5csD2Ryz9cRGJGHh0bRPHDrQNpWjus3GM6v3tDYsIC2Xck26cLC7PyHPy53izOGNOjakuFFVUrPIgJ1/YmPMjGoh3JPPnrep+OR45SkEXKbVibOrSqE05GroPvlu2rsuudvvEQu5OyTA+LXo1PfoEKaBgTyjc39ad+VAjbEjK4asJiUrKUjifFy8pzFGSg3DqsVZnr3wIMbRNX8Lz6YXnVPa/Ev6zfn8rqvSkE2o5teF/U6K4NAZix6RBZef7d60F8Z29yFhe/t4A3/9nGuI8Wc/c3K0lIV3ZmVfho7g7yHE56NY1hfNt8LBb4ZdV+Vu9N8fXQjjFj4yH2HckmJiyQMWX4It88Lpyz3bW1J/hxKTSRoiYtNcHPS3s3KdfntZJcP7gFtcOD2JWUxfdV+P3oZFwuFy//tZn3Zm0H4MnzOhbUupfSG9a2TkFptYe+X1MlC6LyHE6e/30jV368mINpObSsE87Ptw/i8dEdOd2dAf+p+jmKmyezaVy/pkSGVCzzoU5kMLefbiozvDhts8oTV6E/1x9k5ubDBNosPHNBZ6++T53MpX2acEVf0/fj7m9Xlqk9wLR1B7juk6Vk5Dro3zKWb2/pT53I4AqNJyTQxqXujNPP3QuCfOHvDYfIysunWe0welRSb5yyaFsvkjcu74HFAl8v3sOXi3x338hRCrJIuVmtloJsls8W7Kyy1L2P3V/ir+zXlLCggEq/viaxYUy8qR9xEcFsOpjONZ8sIU0ZBlKMSUv3kpJlp1ntMM7pXL9c+7BYLFw3yPO82uXzlFjxDU/D+7M71ScuouQPpp0bRdGsdhg5diczNqpkmBxvXXwqF767gJ2JmcSGB2G1mOaRZ748m8/1GlOpkjPz+Nr9XL5tWAuaRMAF3U1g9NmpG/yqWfznC3cBcHmfpoQElq03xU3u3ng/rYzncLoyfsX/rYtPZf3+NAJtFi7w8mrU8OAA7ji9NQBvzthKjt0/JiVf+3sL78w0AZb/jO5Y8FlTyu7f53agSWwo8SnZ/Hfqxkq9rm0JGVz47nw+mLMDl8tMnE+9awidG5nsK09v0u+X7yM1S99PT3Wr96aweGcyAVZLQa/Pirp+UAsaxYRyIDWHj+epNF1VyMx18NRvGwC4ZWgrWteNqPIxPHl+R7o1jiYly87tX68o1XvZxMV7uP3rFeTlOxnRqR6fje9LVAUDfR5X9WuGxQJzthxmx+EMr+yzrH5ZabK5xnRrWKVBrxM5q2M9HhrRDoAnf12vigV+QEEWqZCLejQmJiyQvcnZ/L3hYKVf3+q9KSzZlUygzVLQXLIqtKwTwdc39qNWWCBr9qVy/adLyczVqnE5yp7vLFjFe9OQlgRUoEbnxT0bERUSwO6kLGZu0sT5qSYz11FQ7/XKviduRGuxWBjVxVMybH+lj02ql7lbD3PZBwtJzMilQ4Mo/rhnCJPvGEy3xtGk5zp44tf1XPDOfL/LqqgpPp2/k6y8fDo3imKou3zk/We1JiTQytJdR5i2rvI/N5XG1kPpzN+WhNUCV/Uve/PrXs1q0aNpDHkOJ1+6gzWnkp2JmXw4dyfJii9VG9+7S/id3bE+seFBXt//lf2b0igmlINpOXzpw1W3Hq9P38Kb/5ja+o+P6lCwSE7KJyI4gJfGdgPg26V7mVkJ5WtcLhdfL97N6Lfmsn5/GrXCAvnw6l48d2EXQoOOBsIHtqpN+/qRZOXl883SPV4fh1Qvnv5o53dvSIPoUK/sMyTQxsMjzSTuu7O2KxO6Crw+fQsHUnNoEhvKnWe09skYggNsvHtVL2qFBbI2PpUnJpdcjsrlcvH2P1v5989rcbrgir5NePfKXmVetHMiTWuHcUY704vZFxkbSRm5zNlqAhi+LhVW1G3DWnFB94bkO13c/vUKdiepfKQvKcgiFRIaZONKd8r0x/MqP03Zcx3ndW1IvaiQSr++wtrVj+TLG/oRFRLAst1HuPHzZX6zOk1877fV+4lPySYuIpixFSxjFxYUwBXuyfVPFyj9/1Tz2+r9ZOQ6aBEXzoBWtU+6vadk2MzNh8lQ8FfcflkZz/hPl5KZl8/AVrWZdEt/6kWF0KVxND/dPohnLuhMZEgAa+NTueDd+Tz+y1pSs7UK1lvScuwF5SPvPL11wYq3+lEh3DLUlN54/o9N5Dp8/znCM87hHevRuFbZa2ZbLJaCbJYvF+0+ZcqJbDqYxl3frOTMV2bx0l9b+XCjjVyHf/XgkOPl2PP5xb2Q4dIK9isoSXCAjXvOagPAu7O2+azHnsvl4o3pW3l9ummc/PioDgWZD1Ix/VvW5np3NtAjP6zxajnppIxcbvpiOY/9vI4cu5MhbeL4896hnN3p+Cx5i8XCDZ7KEvN3+V0fIKk6e5Oz+H2t6dF4k5ef5+d3a0j3JjFk5eXz6l9bvLpvOdbGA2l8Mn8XAE+f39mrgYqyahQTyltX9MRqgUnL9vLtkuMDuU6ni6d+28DL7sfFnae35rkLu2CrhL7J17gXWf+wfF+VL3ieuvYA+U4XXRtH06pO1WcWnYjFYuF/F3ctyDy68fNl6u3rQwqySIVdM6A5gTYLS3cdYc2+lEq7nv0p2Ux1f3C4YYhvVmB1bhTN59f3JTzIxsIdSdz77Sq/KvchvuF0unh/tinBcP3g5l75MHT1gGZYLTB/WxKbD6qZ8KlkYkHD+9LVie/QIJKWdcLJcziZvuFQZQ9P/JzL5eLDOdu5d9IqHE4X53VryKfj+xyTrm+zWri6fzP+eeA0LurRCJcLvlq0hzNfmcXPK/fpfc0Lvly4m/QcB23qRnB2x2Mnxm4Z1pK6kcHsSc7iiwW+XeWemm3npxWm/MF1A8v/2WpEp/o0iQ3lSJadH1b4Tx+KyrB6bwo3fbGMka/P5bfV+3G6IDjAyoFsS0E5JvFff204RGq2nYbRIQxuHVdp13NRj0a0qhPOkSy7T/oVHU7P5eYvl/PadDPx9a9z2ivA4mUPj2xHyzrhJKTneq3p8Jwthxn5xlymbzxEkM3K46M68Pn4vtQ9weLC87s3JC4imINpOQWT7HLq+XjeTpwuGNImjg4Nory6b4vFwv+N7gCYyfaNB9K8un8xnE4Xj/28lnyni3M61+f09nV9PSQGt4njQXc5qv9MXn9M9nuew8m9k1YVLNb5z+iOPDiiXaWV0hrSOo7mtcNIz3Hwy6r4SrmOkvzsKRVWhr6FVSkk0MaH1/SmbmQwWxMyuPfbVSoJ7SMKskiF1YsKKVhJXZnZLJ7a8QNb1aZTw+hKu56T6dG0Fp9c14cgm5Vp6w8WNM6UU9c/mxLYciiDiOAAruzXzCv7bFwrjBHuFWunUjPLlKw87p+0ihembTolg0vr4lNZsy+VIJuVsb1Kt8LWYrEwWiXDBPPl7JkpG3nu900A3Di4BW9c1p3ggOIDv3Uig3n1su58c1N/WteNIDEjj/smreaKjxaxLeHUe/55S1aeo+Dz0B2nt8ZaZDVfWFBAQf3kN//ZSnKm91ZAl9X3y/aSbc+nXb1I+reMLfd+bFYLNw42E7gfz91RI7/YLd6RxNUfL2bMO/P5e8MhLBYY1aUBU+8ezCtjuwDwwdydKr/n575zf24f26txpay09QiwWXngbPM8nzB3B0kZVVNPzuVy8dvq/Zz92mz+3nCIQJuF/4zuyC3DWlXJ9Z9KQgJtvHJJN6wW+GXVfv6oQIAjx57PM1M2cM0nSzicnkubuhH8cscgbhzS8rj3kKKCA2xcM8B8//h43s5qs1DCnu/Eocwbr0jJyuM7dxnEm4dWTjC1V7NYRnVtgMsF/526sdo8zqqT75btZcWeFMKDbPznvI6+Hk6B24a14uyO9cjLd3L71ytIzswjK8/BjV8s49fV+wmwWnj9su6VXorSarVw9YDmAHyxYHeVPQZ3J2Wyck8KVguc161BlVxnedSLCuHDa3oTFGBlxqYEXv5rs6+HdEpSkEW8wpOmPHXNAQ6mer9OZ0auo2B1940+ymIprF/L2jxwdlsAnp6ygV2Jqnt4KvNksVzZvynRod5p7gYUfFD5eWW8TyfhqtIbM7by08p43pu1nRGvz2Hk63P4YPZ2DqRm+3poVcLTJHtk57LViR/dzQS652xJVMmnU1SuI5+7v13JJ+6g7GPnduDx0R1POjkDMKBVbX6/ewgPjWhHSKCVRTuSOeeNubw4bdMpU/rJm75ZspfkzDyaxoYxumvxX8Yu7tmYTg2jSM9x8MZ035TeyHe6+MLdL+K6Qc0rvPLwkt6NiQ4NZFdSFtM31oysOpfLxewth7nk/QVc9uEi5m5NxGa1cFHPRvx931DeubInnRpGM6JTPXrFOXG64IHvV6ucrJ/am5zFvG2mpvolvSunVFhhIzvVp3OjKDLz8nl3VuVnOSVl5HLHxBXc9c1KjmTZ6dggil/vHKweLJWoR9Na3HaaCWA99ss6EssRTNtyKJ0L3plfEJy/ZkAzfrtrMB0blj4b4cp+TQkOsLJmXyrLdh8p8xiqWmqWndNemsXot+apxJkXfL14D1l5+XRoEFWpGXqPjmxPkM3KvG2JzNp8uNKu51SUnJnH/6aZRVL3DW/rtZ463mCxWHj50m60jAsnPiWbOyeuYNxHi5mz5TChgTYmXNubC6qoT8nYXo0JDbSx+VA6S3YmV8l1enqlDmodR93Iqm1ZUFbdm8Tw0tiuALw3azu/rKzajB9RkEW8pHOjaPq2iMXhdPF5JTQ9/X7ZXtJzHLSsE85pbX2fNglw45CW9G8ZS1ZevinLog+Ip6Slu5JZtvsIQTYrNwzy7pfY3s1q0blRFLkOJ98UUwO1pjmcnstEd5ChX4tYAm0WNh1M5/k/NjHwf/9w+YcL+XbJnhobRMjIdfCrO/X5ipM0vC+qbb1I2tSNIC/fyd8qGXbKScuxc90nS5my5gCBNgtvXN6dm8q4kjEowModp7fm7/uGcVaHutjzXbw7aztnvTpbZejKINeRz4dzzGTqbae1IsBW/Edtq9XCY6NM6Y2vFu9hW0JGlY3RY+amBPYkZxEdGsgFXih/EBYUwFX9zWvXR3N2VHh/vuR0uvhz/UHOf3s+136yhKW7zPv8uH5NmfXgabx6aXda14085jIXN3dSJyKIbQkZBSWaxL98v9yUshvUujZNYsvef6isrFYLD41oD5h+RftTKm/ByLR1Bzj7tTn8vvYgAVYL957Vhsl3DvJ62SA53t1ntqF9/UiSM/N4/Od1pV5d7XK5+GLhLs57ax6bDqZTOzyIj6/tzdNjyt6HoXZEMBf1NK/jE+b6/+vvu7O3EZ+SzaaD6fy6SlnYFZHryC8o13Tz0BaVVqoJoElsGOMHNQfg2akbFCDzoud/30hKlp329SO5zt17xJ9EhQTy/tW9CA20sWB7Eqv2phATFsjXN/XjtHZVNz8XHRpYENDxLBSqTC6Xq6A0mTc+K1eFMd0bFQT/H/5xDauUYV2lFGQRr/Fks0xcvIesPO81osp3ugpW5t4wuEWpVuVWBZvVwiuXdicyJIBVe1NUh/sU9b57ZeLFvRqdsF5yeVgsFsa7a+R/uXB3jf8gO2HuDnIdTro3ieHbm/uz9LGzeO7CLvRtEYvLBYt2JPPoT2vp8+x0bvlyGdPWHahRq4Unr4onMy+flnXCy1W2x1O2USXDTi2H0nK49P2FLNyRRERwAJ+N71uhesFNYsOYcG0fPry6F41iQolPyebGL5Zx0xfLiK/ECcKa4ofl+ziUlkuD6JCCCa+SDGwVx/CO9ch3unj+941VNMKjPItiLu/ThNAg7zRWvXZAc4JsVpbtPsKKPf6/mrooR76TyaviGfnGHG75cjlr41MJCbRyw+AWzHn4dJ67sEuJk/PhgfDM+aa8x0dzdrC8GqwmP5XkO1384C6nc2kVZLF4DG0TR78WseQ5nLw5Y6vX938kM4+7v1nJrV+tICkzj/b1I/nljkHce1ZbAksI8op3BQfYePXS7gTaLExbf7Bg1fOJJGbkcv1nS/nP5PXkOpyc1q4O0+4dypkd6pV7HNe7F3v9teEQu5P8t8rCgdRsPnM39gb4YM52nDWwxGRVmbxyP4fTc6lfqIR7Zbr99NbEhgex/XBmsY3QpeyW7EwuWATw3ws7l7hAx9fa1ovkxbFdsVigQXQI398ygJ5Na1X5ODzlEaetP1gpVXQKWxufyo7DmYQEWhnRuf7JL+AnHjq7HWd1qEuew8nNXyyr9PtJjvLPZ69US2d1qEfT2LBjmqh6w98bDrI3OZtaYYFc1KOx1/brDY1iQnn2gs6Aqau+shpOKEj5bTqYxoxNCVgscPPQyql1Pbpbg4Jmln+sO1gp1+EPkjPz+HKRWY1yz5ltsFgsxIQFMa5fU767ZQDzHjmdh0e2o129SPLynfy5/hC3frWCPv+dziM/rGHB9sRq/QXN5XIVZPGM69u0XKvQRrnLEs3bmkhK1qlRXu5Uty0hnYveXcCmg+nUiQxm0i39GeSlMhFnd6rP3/cP5dZhrQiwWvh7wyHOemU278/eXuMDvuVlz3fynjvwfvPQliX2winsX+e0J8BqYcamBOZtTazsIRbYlpDO3K2JWC1wVX/v9BIDqBsVwpjuZpKnOqym9shzOJm0dA9nvjqbe75dxZZDGUQGB3DH6a2Y/8gZ/N/ojtSPPvlCijM71OWino1wuuAhlQ3zK/O3JbI/NYeokICCnndVwWKx8PBI05vl++X72HHYe1lrf284xPDX5vDr6v3YrBbuPL01k+8cROdGvutdearq2DCKu89oA8B/Jq874YTWzM0JjHx9DjM3HyYowMqT53Xk0+v6UCcyuEJjaFMvktPa1cHlgk8LBTH8zRvTt5LrcNKtSQwRwQFsOZTBzM0Jvh5WteR0uvjQ/V57/eDmVRJYjQ4N5L6zzGP9telbScup2goDRzLzeOHPLby/0crKGrBC357v5PFf1gJwRd8m9GpW/v54VeG8bg3554HTmH7/MNrUizz5BSpBhwZR9G0RS77TxcTFlZvN8stKEzQ/q0M9IoIDKvW6vMlqtfDaZd1pWy+ChPRcbvlymT6TVhEFWcRrbFZLQfroJ/N3em3C86O5Jovlqv7NvLbS0pvGdG/Eed0aku90cd+kVWTmei+LR/zbB7PNh9pzOtenRVx4pVxHcICtoPzKp+6Mrpro43k7yMrLp0ujaE5rV+e48xvXCuP201rz531D+eOeIdwyrCUNokNIz3Ewadlexn20mIH/+4fnft/I+v2p1a4Z45p9qazfn0ZQgJWLe5YvmNy6bgTt60ficJe5kZpt+e5kxr6/kPiUbFrGhfPTbQPp1NC7E2thQQE8ek57fr9nCH1bxJJtz+d/f2zi3DfmsnhHklevqyb4ddV+9h3JpnZ4EJf3KV3Jv5Z1IgqCHM9O3VBlDeM/X2C+lJ7ZoZ7XyybdOMSUqpu27iB7krK8um9vy7Hn8/mCXZz20kwe+XEtu5OyqBUWyAPD2zLv0TN4aER7akeUbeLzidGdqBcVzI7ETF76U01H/cUkdxbLBT0albkUU0X1ahbLme3rku908erfFS8ll5pl5/7vVnHTF8tIzMildd0IfrptIA+OaFeq4K5UjttOa0W3xtGk5Th45Mc1x30WzbHn8+Sv6xn/6VISM/JoVy+S3+4czHWDvFfiyVNZ4rtle/2yvO62hPSCBu3/Gd2Rcf3Me6Wnv6WUzewth9mWYBYFlLXUcEVc0bcpreqEk5yZxzszt1XJdWblOXj7n60MfXEmE+btYmOKlcs+WsKTv64noxrPv3w8bydbDmUQGx7EIyPb+3o4pdIiLpxwHwccrh3QHICJS/aS56icxV/5The/uStEVJdSYYVFhgQy4Zo+xIQFsnpfarHvS+J9CrKIV13SuwmRwQHsOJzJ7C0Vb4a2Ys8Rlrv7XVw9wHsrLb3t2TGdaRAdwq6kLJ6dWvUlP6Tq7TuSxa+rzZvurcMqJ4vF48p+zQiyWVm5J6VG1tRMycormPC764zWJ/2i2aFBFP86pwPzHzmDb2/uzxV9mxAVEsDBtBw+nLODUW/OY8Trc3hn5jb2HfHvCT4PTxbLuZ3rU6sMDe+LOq+bp2TYAa+MS/zT3xsOMe6jxaRk2eneJIYfbhtYqf0F2taLZNLN/Xn5km7EhgexNSGDyz5cxP3frSpXk9+ayOl08e4sM9Fw45CWZVoUcs+ZbYgKCWDTwXR+WL63soZYIC3Hzo8rTFmK8ZVQ97td/UiGta2D00VBuVd/k5Hr4P3Z2xn8wkye+HU9+1NzqBsZzOOjOjDvkTO468w2RIcGlmvf0WGB/O8i03T0k/k7q6wxq5TsSGYef683vaWqslRYYQ+OMNksU9YcYF18arn3M3NzAme/PpufVsRjtcAtw1oy5a7BdGsS46WRSnkF2Ky8cmk3ggKszN5ymG+XHn0933ggjfPfnlfQO2P8oOZMvnMQ7ep7dyX44NZxtKsXSVZePpOW+l8pp5f+3IzTBcM71qNXs1pcP6gFgTYLS3cdYfluvVaW1QfuHnBX9GtKZEj53rPKI8BmLegr9+m8XexNrrzvW/Z8J18u2s2wl2bx8l9bSM910L5+JD1qO3G54LMFuxjx2hxmbqp+2VD7jmTxxnRTRvJf57QnJqz83wFPNWd3qke9qGASM3L5Y13lfO9dsD2Rw+m51AoLZGjb4xeBVgdNa4fx7pU9CbBamLxqP+8poF3pFGQRr4oIDuDyvubLy8fzKv7F2rOP87s3pG6kd/tdeFN0WCCvXNINgG+W7FHj6VPAhLk7yXe6GNw6jq6NYyr1uupEBjO6mykFVROzWT6dv4sM9wfm4R1LX4vaarXQv2Vtnr+oK0sfP4v3r+rFOZ3rExRgZcuhDF76czODX5jJJe8v4KtFuzmS6Z8ltNJy7AUBu3H9KhZMHtXFPE4WbE8iSZPfNdLExXu45ctl5DqcnNG+LhNv6kdsBQJzpWWxWBjbqzH/PDCMcf2aYrHATyviOfOV2Xy9eHe1LtfnDdPWH2T74UyiQo42fy+tWuFB3H2mKb3x8l9bKj0j9vtl+8jKy6dtvQgGtKpdKddx81CTzTJp6V6/Kl+YkpXH69O3MOh///C/PzaRmJFLo5hQnrmgM3MePp0bh7T0yurM09vX5dLejXG54KEfVnu1V6GU3S+r4snLd9KxQZTPSml1aBDF+e6FEK/8VfYMp7QcO4/8sIbxny7lUFouLeLC+f7WgfzrnA5VnpkjJWtdN5KH3QG1Z6dsYE9SFp/M28mYd+az5VAGcRHBfDa+D0+c16lSjpvFYinIZvls/i6/Ku+5Ys8R/lx/CKuFgvuofnQIF7qbWL83q/qUmPQHa/alsGhHMgFWi08apZ/eri6DW8eRl+/kf9M2eX3/TqeL31bvZ/irs/m/X9ZxOD2XJrGhvHF5dybf1p/r2jr55NqeNK5l+geO/2wpd3+zslot/nnqtw1k2/Pp2zyWsb38qyy+vwu0WRnX13xv/mJh5ZQM85QKG9W1AUEB1XfqfGCrOJ44vxNgAt3TNVdZqarvI0X81rUDm2O1wLxtiWw6mFbu/exNzuKPtSYq7fmw6M8Gto7jpiFmnI/+uIbD6dXnDV7KJikjl2/dq8MqO4vFw9PMcuqaAzWqcVlajr1gpfPd7l4s5REcYGNk5/q8d1Uvlj52Fi9e3JWBrWpjscDSXUd4/Jd19H1uOjd+vpQpa/bj8KMvnZNXxpNtz6d13Qj6NK9Y88DmceF0bhRFvtPFNJUMq1FcLlNm5t8/r8Xpgkt7N+bDq3sRFlS16foxYUE8d2EXfrxtIB0bRJGabeexn9dx4XsLKrQ6uzpzuVy89Y/JYrluUItyrSa9ZkBzmtcO43B6Lh9U4iozp9PFF+6G99cObO61EjVFDWxVmw4Nosi25/P1Yt+vpj6cnsv//tjEoP/9w+vTt5KabadlXDgvje3KrIdO4+r+zbw+4fn46I40iA5hd1IWL05T2TBfcblcTHJnFFzWxzdZLB73D2+LzWph5ubDLN1V+lX787YmMvK1OUxatheLxXwv+v3uIfRqVvUNh+Xkxg9qQd/msWTm5XPum3N5esoG8hxOzmxfl2n3DuG0dnUr9frP796QuIgg9qf6Tz9Hl8vFC3+YifiLezY+ppfDzUNbYbHA9I2H2JaQ7qshVjuekurnd2tIw5jQKr9+i8XCY6M6YLGY76fLd3uvN+3crYcZ88587vpmJbuSsoiLCOKp8zsx4/7TGNO9EVar+ewypHUcf903lJuGtMBqgV9X7+esV2fz4/J9fl8W6e8Nh/h7wyECrBaevbBzpX0eq8mu6NeEQJuF5buPeP07SHZePtPcGTLVsVRYUVf3b8ZV/ZvicsE9365kyyG91lYWBVnE6xrXCuOczmY19ScVyGb5fMEunC6T9tyhQZS3hlepHhzRjvb1I0nKzFPNwxrs84W7ybE76dIomkGtK2cVcFGdG0XTt3ksDqeLrxZVboO3qvTFgl2k5zhoUzeCkV5qRBsdGsilfZow8ab+LHz0TP59bns6NojCnu9i+sYE7py4knsnrfKL56fL5SqYgCxvw/uiRnc1K2WnqmRYjeHId/Kvn9by5gxTUuDuM1rzwsVdCaiCBqcl6dm0Fr/eOYj/jO5IRHAAq/emcP7b83j7n61+8dyqSjM3J7DxQBrhQbZyl98KCrDy6Dmm9MaHc3ewPyXbiyM8ataWBHYnZREVElCwergyWCwWbh7qXk29YBe5Dt812/xz/UGGvjiT92dvJzMvn/b1I3l7XA/+vn8Yl/RuUmmNgqNCAnnhYlM27LMFu1i4XX2MfGFtfCqbDqYTFGD1+URJ87jwgnJlL07bdNLXyoxcB4/9vJarPl7M/tQcmtUOY9LNA/i/0R39sk+lGDarhZcu6UpYkI2MXAfBAVaeuaAzE67tTVwZezyVR0igjav7Nwfg47k7/OI9edaWwyzemUxQgJX7hrc95rzWdSMY3sFksnv6XcqJ7U3O4nf3YlRPHzRf6NAgikt7mde0Z6ZsqPBjbc2+FK6csIirP17C2vhUwoNs3HdWW2Y9dDrXDmxebDZBWFAAj43qyC93DKJDgyhSsuw88P1qrvlkid/2hcvKc/Dkr+sBc/za+qiBfHVXNzKEke55xy+9nM0yfeMhMvPyaVwrtMYsaHjivE70b2kWANz4+TK/rfJR3SnIIpXienfmyS+r9pcrZTM9x15Qx/aGIf6fxeIRHGDj9cu7E2Sz8s+mBCYu8f3qTfGuzFwHn7vrKd92WqsqXXUyflBzACYu2UOO3XcTVt6SketggjsQe+cZrQtWJXlT/egQbh7ait/vGcLf9w3l9tNaEWC1MGXNAb70g2DVqr0pbDqYTnAFGt4X5SkZtmhHkjLqaoDsvHxu+XI53y7di9UC/72wM/ef3c4vVrwF2KxcP7gFMx4YxuiuDXC6TLmre75dVSNeo0qjcBbLVf2bVain0ohO9ejbIpYcu5OXK6lh+mfu/leX9WlS6VlQo7s2pH5UCIfTc5m8an+lXldJvl2yh9u+Wk62PZ9ujaOZcE1v/rhnCKO7NsRWCe85RQ1tW6egsfNDP6yu9FJwcjxPk+2RneoTHVZ1PQtKcs+ZbQgOsLJ01xFmnaB/5YLtiYx8fU7BQoxrBzTjj3uG0LdFbFUNVSqgWe1w3rmyJxf1aMSUuwZzdf9mVfq+fWX/pgQFWFm9L9WrGQbl4XS6CrL5rhvYvNisi1tPM5UBflkVz4HUyllkUJN8Mt+UrR7SJo6ODX27GPWBs9sSFmRj1d4UfivnAq8dhzO44+sVnP/2fOZvSyLQZmH8oObMefh07jmrDRGlKOPZtXEMv945iEdGtic4wMrcrYmc/fpsPpqzw68qGOQ5nLw4bTPxKdk0ignl7jNb+3pI1dq17r7Nv6yK92p52smr4gEY072hX3zn8oZAm5V3r+xFk9hQ9iRncdvXy/2qpGRNoSCLVIpezWrRvUkMeQ5nuVbdT1q6l4xcs7r9tGrWZKp9/SgeHumpxbuRHYczfDyimictx86afSk+WZn17dK9pGbbaREXzggvZV6U1vCO9WgUE0pyZh6/+mjCypu+WrSblCxTssWTfVGZ2tSL5OGR7Xn0nPaAWXG1Zl9KpV/viXga3o/q2sBrkz9NYsPo1iQGp4tKawQoVSM5M49xExYxY1MCwQFW3ruqF1dWsG9PZagXFcLb43ry3IVdCLBa+HX1fi77YCGH0mpOacOSLNyexMo9KQQFWCu8KMRisfB/ozoC8NPKeK+/Pm0/nMGcLYexWChY5VyZAm3WgsUBE6p4NbXL5eLtf7by6E+mvN7lfZrw420DOatjvSr/svzvczvQKCaUfUeyef6PjVV63ae6HHt+QYDPVw3vi6ofHcK17oy3l6ZtPq6flWeF87iPFrPvSDaNa4Uy8aZ+PDWmc5WXh5SKOb1dXV69rPsxpbGqSlxEMBe5sxW90Se1In5dvZ+NB9KIDAng9tOKL7Pcs2kt+raIxZ7vqlAljFNBapa9oATiTT7MYvGoGxXCbe7y2S/8salMi2wS0nL4989rGf7aHKauPYDFAhf1aMQ/D5zGE+d1onYZM78CbVZuO60V0+4dSv+WZtHKf3/fyIXvLmD9ft+VtHW5XKzdl8oTk9fR77npfOZesPnk+Z30ul5BvZrVomODKHIdzoJFFRWVnJnHrM1mEYSvM2C9LTY8iI+v7UN4kI1FO5J56rf1vh5SjaMgi1QaTzbLV4t2l+nN1pHv5NP5uwBTc7g6Ro6vH9SCQa1rk23P575JqxQh9hKXy8XUNQc44+VZnP/2fK75ZAm7kzKr7PrzHE4mzDVp7DcPbVklq2ALC7BZuca9WuOT+Tv9Iv2/vLLyHHw0x9yXt5/eukrvyxsGt+DsjvWw57u4Y+IKUrPtVXbdhaVm2/ltjbvhfd+yNco+mfO6mmyWKSoZVm3tTc5i7HsLWLknhejQQL6+sV+VB3bLaly/pnx5Qz9iwgJZvS+VMW/PZ+2+mt2n5e2ZJovlij5NqBsZUuH9dWkczUU9zRe6Z6ds9Orr/BfuL/Vntq9L09phXtvviVzRrykRwQFsOZTB7BOs2vcmp9PFU79t4OW/tgBw5+mtef6iLj4rrxcRHMBLY03ZsK8W7WHe1kSfjONU9Me6A6TnOGhcK5SBraqmvGtp3DqsFRHBAWw4kMbUtUffp5fuSuacN+YWTMCN69eUafcOZWCrOB+NVKozz3fxP9cf9FnZpFxHPi//ZbJYbh3WipiwkrM9PRP1ExfvITXLN5/Nq4Ovl+wmy136ckgb/3htuHFISxpEhxCfkl0wj3Miqdl2Xpy2iaEvzWTi4j3kO12c0b4uv989hFcv606T2Ip9RmkRF843N/XnhYu7EBUSwNr4VM5/ez7/K2MQqKIS0nL4cM52Rrw+h/PensfnC3dzJMtOvahgHh/VgeEd61XZWGoqi8XCtQPN/MhXi8xjqaKmrj2Aw+miU8MonwTJK1vbepG8cXkPLBZzn/lDdY+aREEWqTTndK5Pg+gQEjPy+HV16Vfd/7n+EPEp2dQOD+KCSqwXXpmsVgsvX9KNqJAAVu9L5S13HX0pv0NpOdz85XLumLiCxAyTCjp3ayJnvzaHd2ZuI89R+YGsyaviOZCaQ53I4EqtZX8il/dpSmigjU0H01m4o/rWd5+4eA9JmXk0jQ1jTPfKz2IpzGKx8NLYbjSJDWVvcjYP/7DaJwGrX1bGk2N30rZehNdrvZ7rLhm2dFfyKZFNUNNsOJDGRe8tYEdiJo1iQvnxtgH0bl49SsQMaFWbyXcMok3dCA6m5XDJBwuYsqb6Z94VZ/nuIyzYnkSA1cLNw4pfnVseD41oR0iglSW7kvlzvXeaFqfn2Plh+T4ArhtYdWVYo0ICC5qNfzS38mvt5zmc3DNp1dFVoud15MERvi+vN7B1XMEiiUd+XEN6jiYQq4JntfclvZpUSknS8ooNDypYgf7q31vIyHXwzJQNXPrBQnYnZdEwOoQvru/Lcxd2KVWZHJHitK0XydC2dXC64NMFvskOmbh4D/uOZFM3MpjrB534vee0dnVoXz+SzLx8vlqsSb/i5Dry+cwdxLh5aEufv7d5hAbZeGiEqeTxzsxtJZaLz7Hn8+Gc7Qx9cSbvztpOjt1Jz6YxfHfLAD65ro9X+/BaLBYu69OU6Q8MY1SXBuQ7Xbw/ezsjX5/Dgm2Vt9ghx57PlDX7Gf/pEvo/P4Pnft/ElkMZBAdYOa9bQz6/vi8LHj3Tp710aprzuzUiOjSQPclZzN6SUOH9TV5pSoXVtCyWws7qWI8HzzbP2ad+Xc+C7VoA5C0KskilCbRZC9LhP5lX+lX3E+aZL+FX9W9GSGD1berYIDqU/17YBTArXX1dD7e6crlcfLNkD2e9Opu/Nxwi0GbhnjPb8Oe9QxnYqja5Dicv/bmZUW/OZemu5Eobh9Pp4gN35sUNg1v47LEZHRbIxb3MG35pVgr5oxx7fsF9eftprSqt6fCJRIcF8s64ngTZrPy5/hCfVPF96XK5CkqFeavhfWENY0yTPpcLpiqbpVrZnGph3MdLOZyeS/v6kfx420Ba161eq6ia1Q7np9sHcnq7OuTYndw5cSWv/b3luLI41d077iyWi3o2olExNebLq0F0KDcPNUGb5//Y5JWm8T8s30dmXj6t60YwqHXVrugfP6g5NquF+duSKrVcR0augxs+X8pvq/cTaLPw5hU9uO4kk3pV6ZGR7WkaG0Z8Sjb/naqyYZVtd1Imi3YkY7HA2N7e6XnmTTcMaUFseBA7EzMZ/MI/fDxvJy4XXNq7MdPuG8rQalYuWfzTje5slu+W7iWtioO7GbkO3nb3LLvnrDaEBp34u5PFYuGWYWbi+dP5O0+Z3m5l8euq/SSk51I/KqRKSi2XxQXdG9GlUTQZuQ5e+3vLMec58p18t3Qvp788i+d+30Rqtp02dSP46Jre/HjbwErtNVU3MoR3ruzJh1f3on5UCLuSshg3YTEP/7DaaxlTLpeLFXuO8NjPa+n73+ncOXElMzcfxumCnk1jeO7CLix57CzeuqIHw9rWqfJqGDVdaJCNS93v858vqFiAdm9yFst2H8FigfO6+ddzzNtuP60VY7o3xOF0cfvXK3yW8VjTKMgileqKQqvuF2w/+ar75buPFNQ2v6q//9WdL6vzujXkwh6NcLrgvkmryFDD0zLZlZjJuI8W86+f1pKe46Bbkxim3DWE+4a3pV39SL6+sR+vXtqN2PAgtiZkcMn7C3n0xzVebXrmMX3jIbYlZBAZEsCV/bxb2qmsPKuQp288VC3fDCct3cvh9FwaxYRykZeavZdH18YxPDaqAwDP/76RlXuqLhC6Ys8RNh9KJyTQyoWVdB+MdpcMK1yKRPxXeo6dH1bE88FGK5m5+fRvGcukWwZQP7riJah8ITIkkAnX9uEmd5+SN2Zs5a5vVpKdVzMmTdbvT+WfTQlYLXDbad5vWnrL0JbUjQxmd1IWXy6s2BdGp9PFF+59XDuweZWvfG1cK6wgu27C3MpZTZ2Ukcu4jxYxd2siYUE2PrmuD+f72Zfj8EJlw75dupdZmyu+2lJK9v0yk7k1uHWcV4Og3hIRfLQ/RYq7fMyn1/XhxbHdiArxTo82kSFt4mhbL4LMvHwmLfFOv4LS+mjODpIy82gRF17qnkijuzakUUwoiRl5BdmXYrhcroKM0PGDmhMU4F9TeVarhcfd36u+WbKHLYfScblc/Ln+ICPfmMvDP67hQGoODaNDeGlsV6bdO5ThVdgn7exO9fn7/qFc7Z5j+m7ZPs58dTZT1xwod0WDA6nZvDNzG2e+OpuL3l3A14v3kJbjoGF0CHee3pp/HhjGT7cPYly/pkSH6nW9Ml3VvxkWC8zecphdieUvJ++pwDOgZe1q+x2stCwWCy9c3JVujaNJybJz4xdLlWntBf71yiw1TnRYIJe4o8qlabr3sTuL5cLujagTWbZGZ/7qqTGdaBQTyp7kLJ5WY6lSceQ7C+qXLtyRRGigjcdHdeCn2wbSrv7RFd0Wi4WLejZmxv3DuMz94f3bpXs585XZ/LIy3msloFwuF+/N3g6YN/BIH3/5bV03gqFt6+ByUVASpbrIdeTzvvu+vPW0Vj7/gnDNgGaM6tIAh9PFnRNXVkqArjhfu7NYRndtWGkfus/t0gCLxQSv96dkV8p1SNmkZtlZvTeFyavieXPGVu6ftIqL3p1Pr2f+psuTf/Gvn9eT77Jwbud6fH5932r/hcxmtfDYqI68eHFXAm0Wpq49wCUfLOBAavV/PL4707yOje7akBZx4V7ff3hwAA+6S2+8MWMryZnlf22avfUwOxMziQwJKGiEXNU8wbbfVu/3+vHfm5zF2PcXsmZfKrHhQXxzU3+GtPHPLIB+LWszflBzAB79ca3PeoLVdPlOV8EEradcnT+6qn8zLurZiGsGNOOve4dxevu6vh6S1DAWi4Ub3Nksny3YhaOK+oQmZuQW9LF8aES7UmetB9qs3Oh+v/ho7g6v9FeoKWZtOcyWQxlEBAdwhY8X/JWkX8vajOxUH6cLHv1xDRe/t4BbvlzOtoQMYsICeXxUB/558DQu6d3EJ9kckSGBPHNBZ76/dQCt6oSTmJHLHRNXcNMXy0v92SQ7L5/Jq+K5+uPFDPzfP7z052Z2HM40C+d6NOLrG/sx75EzeHBEO1rWiajkWyQezWqHc5o7A7S8PUZcLhc/e0qFVdO2BWUVEmjjg6t7UzcymC2HMrhv0iq97laQgixS6cYPaoHFAv9sSmD74YwSt9ubnMW0dab2+A1D/Ke8Q0VFhQTyyqXdsFjMignPbZTibdifxoXvLuC53zeR63AyqHVt/rx3KDcOKbnRfK3wIF4Y25XvbhlA67oRJGXmce+kVVz98ZIKrWTwWLIzuSDDyjM54mvXu8fx/bK91SpD6ofl+ziQmkO9qGAu6eX78h0Wi4XnL+5Cs9qmhMuD31d+f5bULHtBCa9xlfglqV5UCH3cfTxUMqxquFwukjJyWb77CD+t2Merf2/hnm9XMuad+XR/+i+6Pf0XY96Zzz3fruLVv7fw08p4VuxJIck9gR4bHsjwRk5eu6QrwQHVt1xmUZf2acLEm/oTGx7Euvg0zn97fpVmjnnbtoR0fl9nnlN3nO79LBaPi3s2pmODKNJzHLxZgd5un7uD8Zf2bkK4j/o7dG0cQ78WsTicroJ68t6w6WAaF7+3gJ3u/kXf3zqAbk1ivLb/yvDwiPY0rx3GwbQcnpmywdfDqZHmbDnMwbQcYsIC/bqxcEigjVcv7c7TYzoTHVa9g+riv8Z0b0Tt8CDiU7KZ5qU+Xyfz9j/byMzLp1vjaM7pXL9Ml72sTxNqhQWyOymLP9bp86vHR+5Sy1f0beLX2W6PntOeQJuFFXtSWLEnhdBAG3ee3po5D5/OjUNa+kU5+D7NY/n9niHcc2YbAm0Wpm88xPBX5/Dlwl3FlrZ1uVws3ZXMoz+uoc9/p3PPt6uYuzURlwv6tojlxYu7svSxs3jtsu4Mah3nVz3ATiXXuFsVfLdsL1l5ZZ8fWb8/jW0JGQQFWBlZxtet6qx+dAgfXtOboAAr0zcm8Mpfm309pGpNQRapdC3iwjnTvTLr0/klZ7N8Mn8nThcMbVuHtvWqV/35k+nfsja3uOur/+unNSSoEfVxcuz5vPznZs5/ex5r41OJCgngxbFd+eqGfjStHVaqffRtEcvvdw/hwbPbEhRgZd62RM5+fQ5vzdhaoZr2niyWS3o1pm6kf6SNDm1Th5Z1wknPdfDDsqpN/y8ve76zYPX3rcNa+cWHbDCB0HfG9Sz4YFHZzZl/XLGPXIeT9vUj6VHJk4GekmFTVDLMa1wuFwlpOSzZmcx3y/by0p+buGPiCka/NZeuT/5Fr2enc/F7C7j/u9W8OWMrk1ftZ/XeFFLcdZ/rRQXTt0Usl/ZuzEMj2vHOuJ5MuWswa588m8WPns7ops4a+eWsT/NYJt8xiHb1IjmcnstlHy5i8qp4Xw+rXN6dtR2XC87uWO+Y7EpvsxUqvfHlot1sSyh5oUpJdiZmMmvzYSwWChqv+8rNQ02t/YmL93ilHMGSnclc8v5CEtJzaVcvkp9uH0irarBqNDTIxsuXmMU3Pyzfx4yNh3w9pBrnO/fnogu6N6pRAWuR8ggJtBWU4a6sko2F7UnK4mt34/pHRrYvczmosKAArhnQHID3Z2+v9MVP1cG6+FQWbE8iwGphvB/1GitO87hw7j2rLSGBVq7q35TZD53GgyPa+V1gKDjAxn3D2zL17iH0aBpDRq6D/5u8nks+WMjWQ+kA7DuSxZsztnLay7O45P2FfLvULG5sXCuUe85sw5yHTue7WwZwaZ8mPq90ITCsTR2a1Q4jPcfBLyv3l/nynu8lZ3Wo63eP18rWvUkML15sStq+O2s7v60u+/0nhm+Ws8kp5/rBLZi+MYEfl8fz4NntiAkLOub81Gw73y01X4g8DfpqmvuHt2XOlsNsOJDGQz+s4bPxfaq8Lrq/WrYrmUd+XMP2wybr5JzO9Xnq/E7UjSp7QCMowMqdZ7RhdNeG/N/kdczdmsgrf29h8ur9/PeCzvRrWbaGvxsPpDFr82GslqMTRP7AarUwfmBz/m/yej5bsItrBjT3+4nZn1fEE5+STVxEMFf09a80986NovnP6I48/ss6Xpi2mZ5Na9G7ufebMLpcLiYuMaXCruzn/Yb3RZ3TuQFP/rqe1XtT2JucRZPY0gUs5VhpOXZ+W72fn1bEs2F/GtknaMZqsUDD6FCa1Q6jWe1wmnt+x4XRNDaMsKCSP3rZ7TW7dFCT2DB+vH0g9367kukbE7jn21VsPZTB/cPb+v3rl8eepCwmrzJfPO48o/KyWDwGto7jrA71mL7xEP/7YyMTru1Tpst7slhOb1eXZrW9X9asLE5vV5dWdcLZfjiTSUv3cuOQ8r+n/r3hEHdOXEGuw0mf5rWYcE2fapUJ0Lt5LDcNacmHc3bwr5/W8td9tY77bCzlk5SRy3R34MqfS4WJVKWr+jfjvdnbWbU3heW7j9CrWa1Ku65X/t6MPd/FkDZxDGwdV659XDuwOR/M2c66+DTmb0ticJvy7aem+NCdxTK6awMa+mGPqaLuOL01t5/WqlrMdbStF8kPtw7kq0W7eXHaJpbvPsK5b86lS6NoVuxJKdguLMjGuV0acHHPxvRrEVttPreeSqxWC1f3b8azUzfyxcJdXNG3Sakfg/lOV0E/ljHdT41SYUVd0KMRmw6mM2/b4Up9j6jplMkiVWJAy9p0aBBFtj2/YIKxsElL95CZl0/behEMqaEfooICrLxxeXeCA6zM3nK43LUia5KMXAdPTF7HJR8sZPvhTOpEBvP+VT1576pe5QqwFNY8Lpwvru/LG5d3Jy4iiG0JGVz24SIe/mE1R8pQ297TP+TcLg18PkFV1EU9GxMZEsCupCxm+nkDXUe+k3dmbQNMQ2d/yWIp7Mp+TTm/W0Py3f1ZKtIDoSTLdh9hW0IGoYE2xlRBrdc6kcH0dwcWpyqbpUxcLhcLtydx/6RV9P3vdB77eR3Ldx8h256P1QJNYkMZ0iaOq/o35fFRHZhwTW+m3z+UjU+PZP6jZzDxpv48f1EXbhnWipGd69O+ftQJAyyniojgAD64uje3uRs+vz1zG7d9vZzMalL28P0528l3uhjatg5dG8dUyXX+69z2BFgtTN+YwIJtiaW+XEauo6AvxXXuEgq+ZLVaCgIrn84vf2+A75bu5ZYvl5HrcHJWh7p8eUO/ahVg8bh/eFta1QknIT2Xp35T2TBv+XllPPZ8F10bR9OhQZSvhyPiF+pEBnNB94bA0R6olWH9/tSChQiPjGxf7v3EhgdxeR+zIMvzXexUte9IVsFn+Jv8aMHfyVSHAIuHzWrh2oHN+fv+YZzZvi72fFdBgGVAy9q8ckk3lj52Fi9f0o0BrWorwOLHLunVhJBAK5sOprN0V+lLEy/ekcShtFyiQgI4rZ1/9vWrCg+NaMf3twysFsFcf6Ugi1SJwk33vliwG3uhL9b2fGdBfe4bB7esVm/IZdWmXiSPnmM+cP536ka2JaT7eES+M3NzAme/OpvPF+7G5YLLejdh+n3DGNm5gdeuw2KxMKZ7I2bcf1pB5sR3y/Zx5quz+XH5vpOmn+9NzipIlbx1WCuvjctbwoMDCm7Xp16scV8Zfl29n91JWcSGB3Flf//KYvGwWCw8d1EXWsaFczAth/smrSq2Lm9FTHQ3vD+/W8MqS0Me5SkZtkZpv6VxMDWHd2Zu47SXZ3HFR4v4aWU8OXYnbepG8PioDsx4YBibnjmHuQ+fwZc39OPZC7pw45CWnNWxHq3rRvplANHf2KwWHhnZnlcv7UaQzcqf6w8x9v2FxKd4tyG6tx1MzeGHZSZocWcl9mIpqlWdiIJSL89O3VjqhpQ/Lt9HRq6DlnXCGVzO1cTedmGPRsRFmN4Av5exR53L5eKdmdt4+Mc1OF1wae/GvH9Vr2r7nAsJNGXDrBYTGPizinol1GQul4tJ7sz4S3sri0WksBsGmwn6aesOsjc5q1Ku48Vpppb/ed0a0rlRdIX2dcPgFtisFuZtS2TtvlRvDK9a+nT+LvKdLga3jqNTw4rdp3JiDWNCmXBtbz65rjdPnNeRuQ+fzjc39+fiXo191tNOyiY6LJAL3QsZP1+4q9SX8zS8H9W14SldZtRmtRAadOrefm9QkEWqzHndGhAXEczBtBx+L7Si+o91B9mfmkNcRBDnu1fY1GTXDmjOkDZx5Dqc3DtpFXmO8q3krIh8p4sth9LJ8sHC4eTMPO6btIrxny5lf2oOTWPD+PrGfrwwtmulrUSNDgvk+Yu68MOtA2hbL4LkzDwe+H41V05YzI7DJde4/2juDpwuGNImrsJfFCrLNQOaYbXAvG2JbDnkn0G7fKeLt2eaLJYbh7Tw69X8EcEBvHNlz4KMs/e8uHruSGZewUq0ymx4X9TITvWxWS2si09jV2JmlV1vdZLncDJt3QHGf7qEgf+bwUt/bmZ3UhYRwQFc0bcJP90+kL/uG8qNQ1rSqk4EQQH6+OQNF/VszDc39ycuIoiNB9IY8/Y8lu9O9vWwSvThnB3k5Tvp2zyWvi28X07wRO45sw1RIQFsOJDGjyv2nXR7p9NV8OXyuoH+U04yJNDG1f2bA6aJb2lr7TudLp6esoGX/jQTeLed1ooXLu5KgK16Pxd7NK3FLe5FHI/9vLZSMihPJav2prA1IYPgACvndav53ylEyqJd/UiGtInD6YLP3KUkvWnh9iRmbzlMgNXCA8PbVnh/TWLDOM+9UOj9OadmNktqtp1v3VVAqlMWS3VmsVg4o309xg9qoTLL1ZTnc+af6w5yqBS9kHPs+UxzL/y54BSYj5TKVb2/mUi1EhxgK2i6+vG8nbhcLlwuFxPcTaavGdC82q5GLAur1cLLl3QjJiyQdfFpvDFjS5Vdd2qWnQ/nbGfYSzMZ9fZC/rU0gKEvz+GGz5by8p+bmbrmADsOZ5R6lWxZuFymzuXwV2fz88p4rBbTf2favUMYVEUrbHs3j2XKXUN4eGQ7QgKtLNiexMjX5/L69C3kOo7tsZCYkVuwGtJT1sYfNa4Vxtkd6wP+m83y+9oD7DicSXRoYEEjS3/WoUEUT4/pBMArf21m8Y4kr+z3xxX7yHM46dggiq6Nqy5oVzsimIGtVDKsOFsPpfPslA0MeH4Gt361gpmbD+N0Qd/msbx8STeWPHYmz1/UlZ5Na9XoLEtf6tWsFpPvHEyHBlEkZuRxxYeL+XH5yYMIVS0pI5eJS0yZz6roxVJUrfAg7j6zDQAv/7n5pOXV5m5LZMfhTCKCA7ioZ+OqGGKpXT2gGcEBVtbGp7J458mDankOJ/d9t6rgPe7/RncsVzNlf3XvWW1oWy+CxIw8/jN5na+H41Uul4slO5P5eeU+Ekox0VFRnob353ZpQHRo9SshJ1LZPJUlJi3dS3qO9/rAuVwu/jdtE2AWEjWP806J5ZuHmu9gf6w9wO6kU2+h0MTFpqR6+/qRDK2hJdVFvK1jwyj6NK+Fw+kqqCJxIv9sSiA910HD6BD6VEJPVjm1KMgiVerKfk0JCrCyZl8qy3YfYdnuI6zZl0pwgJUrq3Blt6/ViwrhuQu7APDurO0sKcUkQ0VsPpjOv35aS7/np/Pc75vYdySbYPdK7AOpOczYlMDbM7dxx8QVnPHKbDo/8Sdj3pnPv35awxcLd7F0V3KFPogfSM3mxs+Xcfc3K0nKzKNdvUh+un0Qj4/uWOVZDUEBVm4/rTV/3TuMYW3rkJfv5PXpWznnjbks3H50Mv3zBbvIdTjp1jiaAe6eFv5q/KDmAPy8cl+Z+s1UBafTxVv/bAXg+kEtiKgmqdaX9m7CRT0a4XTBXd+sJDEjt0L7K9zwflwVNLwvarR7JaCn/N2pLD3HzjdL9nDBO/MZ/tocJszbSVJmHnUig7l1WCv+eWAY3906gLG9Gvt11lVN0igmlB9uHcCITvXIy3fywPeref6P0pfFqgqfzN9Jjt1J18bRPusdd/WAZjSrHUbC/7N33+FNlW0YwO9001KgUPbee++lbBAQEGQIKihLRcEtggM36ucCEXEiKFMQUEAQFWXvvZG9Ny1QOs/3x91wGC20aZKTpPfvurgS2jR5IU1yzvus6FiM+/f2PfXtA++71irkce+7OcOC0LUWAz9f3+HfcTk2Af0mrMXsjccQ4GfDp92rXdsk9BXBAWwb5u9nw2+bj2PuZu8Phh86ewWf/LEbd334N7qNW4Fnpm5C3ff+RJexy/HNkn0uaVV0JS4Bv27i/51ahYmk7O4yuVE6T1Zcik24lkzmDAu2ncCmwxcQGuSPp5qVdtr9ViiQDXeXyY0kgx0GMpO4hCR8v2w/AKB/Y99uqS7ibPbEzkmrD92xc8ys5FZhHaoV9JjKb/FennXWJT4vV9ZgdK5eEFPWHMZ3S/cjKblNROcahZAra7DFq3OvtpXzo0uNQpix/giemboRvz/dGOFOnNGQmGRg0Y6TGL/sAFZcl4lfPn829GlQFG0r5sHc+QtQpEp97Dl9BTuOR2HH8SjsOhmNmPhEbDp8AZsOX7jhPgvnzILy+bKhfH7+qZA/GwpFZEn1wygpiRvLI+fvxKXYBAT62/BUs9J47O6SlrfbKZIrFOMfqY25W47jjV+3Y9/py3jg65XoUqMQnm5R+toG1eNNSnr8QW2d4jlRIX82bD8ehclrDqF/w6JWL+mahdtPYPfJSwgPDkCf5GCQN7DZbHj7vkrYfPQi9p66hGembsT4R+rA38EDr1X7z2Hf6csIDfJHRwvKkFtXzIfhv2zFzhPR2HvqEkrlyer2NVjJMAysOXAeU9ccxrwtxxETz8q1AD8bmpXLg261CqNJ2dxe33rIm4UFB2Bsr5r4ZNFujP5rL8b9sw//nbqET3tUtzxIcDEmHhOWs4plUNNSln0mBAf44+V7yuGxH9fjq3//wwN1CiN/9lsHUx44cxl/7zoFAB5bPdi3UQn8tOoQ/tx5CntPRaNUnvBbbnPuchweGb8Gmw5fQJZAf4x9sAaalM1jwWpdr0qhHHiiSUmM/msvXp29FXVL5ESklx0XR1+Nx/wtJ/Dz+iM3JA+FBfmjWGQYth2LwrqD57Hu4Hm8PXcHKhXMhjYV86FNpfxO+Uyat+UELsUmoGiuUNQroUxUkZTYbDY82qg4Xp65Bd8vO4A+DYpl+NgnITEJHyS3cuzXqDhyhzv3veuxu0vin92nMX3tETzdoozXvTc6as6mYzgVHYu82YLV/lAknVpXzIc84cE4FR2L37edQIdUXkMXrsRh8a7TAHBtlotIRijIIm73aKPimLLmMBZsOwF7jmrfRsWsXJJlRnSogFX7z+LI+RiMmLMdH3WrmuH7vHAlDlPXHMaEFQevDRH297OhdcW86F2/GOoUzwmbzYb4+HhkCQBqF4tAg9LmpkVikoH9Zy5fC7rsPBGNHcejcPziVRw+F4PD52KwcPvJa7fPGhyAsvnCUT5/+LXgS7l84Thx8SqGztxy7US7RpEceL9LFZTOe+tGilVsNhvaVymAxqVz48MFO/HTqkOYsf4IZm88ioQkAyVyh11rxeXJ7CdMz0/fhIkrDqJPPc/I4DQMA6P+5CyWPg2LeV3rjtCgAHzRqwY6fr4MS/acwZi/915r15Ne9lLljtUKODWYmlY5QoPQqHQkFu86jbmbj2NIC+dlGXqyU1FX8fP6I5i+9gj2XzePpkTuMHSvVRidaxRy+maAOM7Pz4bnWpVFqTxZ8cLPm7Foxyl0+WI5vuldy9K+2BOWH0B0bALK5g1Hy/J5LVsHwJPGOsVyYvWBc/hwwS583K3aLbeZsOIgDANoWjY3ijupZYuzFY8MQ8vyebFw+0l8u3Q/3utc5YbvHzl/BQ9/txr7Tl9GRGggvutTG9WLRFi0Wvd4qllp/LH9JHaeiMars7bii141PD7JIzHJwPL/zmDGuiP4fdsJXI1ntqjNBjQsGYkuNQuidcV8CA0KwPGLMVi47STmbz2O1fvPYevRKGw9GoX/LdyNUnmy4p5K+dC6Yj5ULJDNoX/3tOSs/K41C3n8/5uIle6rXhAfLtiFoxdisGDbSbRLrnZ21PR1R7Dv9GXkDAtyydyQeiVyomrhHNh0+ALGLzuA51uXdfpjeBrDMK5Vej7SsLjlyYki3iYowA896xbBp4v2YOKKA6kGWeZtOYG4xCSUyxeOsvk8Z59KvJeCLOJ2ZfJy6N6SPWcAcBMgpQzGzCA8JBCfdK+G7uNWYMb6I2hePg/aVnbsQHfniSj8sPwAftlw9NpJbkRoIB6oUwQP1iuKAjluzXZNib+fDaXyZEWpPFlvyJo5fzkOO05EYcfx6GsBmD0nL+FSbMK1zEQ7mw3wt9mQkGQgNMgfL7Qui4frF3O4CsDVsmcJxNudKqNzjUIYNnMLdp7gAPmBd5XwmpLRe6vmx8j5O3D84lX8sf2U1csBAPy54xS2H49CWJA/Hm3one1dyuQNx1udKuH56Zvw6aLdqFU0Ag3SOUPo3OW4a8P0etaxrsqofZUCWLzrNH7bfMyngyzxiUn4a+cpTFtzGIt3n77Wcio0yB/tq+RH99qFNWPFw3WsVhBFc4Wh/4S12HUyGh3HLMOXD9Z0+7B5gO2qvktu1/FE05KWfybYbDa80r48Ony+DDPXH0WfBsVQpVCOa9+/HJuA6clzKXo3KGbNItOo/10lsHD7ScxYfxTPtix7LeC560Q0en+3GieirqJA9hBM6Fs3U1TfBQX44aNuVdHx82WYv/UEft18PNVNAav9d/oSZqw7gl82HMXxi+aslRK5w9ClRiHcV73gLced+bNnQe8GxdC7QTGcvRSLP7afxO/bTmDZ3jPYe+oSRv+1F6P/2ovCObNcq3CpXjhHml5z+05fwuoD5+BnA+6v6RmJJiKeKiTQHw/WK4pRf+7Bt0v3ZSjIEhOXiE8Xcb7ooKalXJJIZLPZ8PjdJfDYj+sxYcUBPNakpOUVrq72y4aj2HUyGlmDA9AzE7VUF3GmnnWK4PO/9mLNgfPYduwiKha4dSbqrI1sFdZJVSziJL796SQeq2+j4teCLP0aOz/jxZvULpYTjzcpiTF//4dhv2xBjSIRyJc9JE0/m5CYxJZgyw9g5T6zNUOF/NnQp2ExdKhaACGB/k5ZZ0RYEBqUjESDkuYGc3xiEvadNqtediRXvZyOjkWCYaBx6Ui8e19lSzOQ06NGkQj8+lQjTFp1CGcvxXrcsODbCQ7wR8+6PGH6YeUh9Lb4OMEwDIxKnsXyUP1iiAgLsnZBGXB/zUJYvf8spq09gsFTNmLekEbIE5621ygA/LzuMOISk1C5YHZUduPA+5u1rJAXQf5+2HPqEnadiPaZbB3DMHD0Qsy1YO+8Lcdx5pI5m6hm0Qh0r1UY7arkR5iPn5T7kmqFc2DOkw0xYMI6bDl6Eb2+WYl3OlVGt9ru3UCdtOoQzl+JR7FcoWhfxTM2vKsUyoHO1Qti5oajeHvuDkwdUO9a0HDm+iOIjk1A8cgw3FU6t8Urvb1aRSNQrXAObDx8ARNXHsSzLctg7YFzeHT8GkRdTUDpPFkxoW+dFFui+aqKBbLjqWal8cmi3Xht9lbUK5EzXZ83rnTxSjzmbD6GGeuOYON17WSzhQSgQ7UC6FKjEKoVzpGmAHaurMHoUacIetQpgosx8fh75ynM33oc/+w+jcPnYvD1kv34esl+5M0WjNYV86FNxXyoUzxnqm2Npq09AoDzJtJ6DC2SmT1Uryi+XPwf1h+6gPWHzqOGg5WC45cfwMmoWBTMkQUP1nNdMKBlhXwoERmGfWcuY8rqQz69fzB741G88PNmAEDvBkWRzYIKeBFfkCdbCNpUyoffNh/HxBUHMbLLjVXTRy/EYPX+c7DZ4LFJLeJ9tNsglri7TG70qlsE/n42NCjp2UPF3WFI8zL4d/cZbDl6ES/8vAk/PFLntpl75y/HYcqaw/hx5Y0twdpUzIc+DYuhVlH3ZGkH+vuhbHJp5fXR/zOXYnExJh4lIsO8Lls80N/P47N/U/NgvSIYu3gv1h+6gCbW7eUDAP7ZfRqbj1xElkB/9GvsnVUs13ujQyVsOnwRu05GY8jkjfixX900VWYZhoHJq5lVbnUmWvYsgbirTCQW7TiFuZuPoWw+72y3EJuQiK1Ho7D+4HmsP8TAyqno2BtuE5k1CF1qFELXWoUzRQa8r8qfPQumDayP56dvwtwtx/HijM34dfMxPN2iNGoWdX1Vy9X4RHyVPGj3iSalPKoa8/nWZTEvue3Sgm0n0aZSPhiGgfHJ88R61y9qedXNndhsNvRvXAKDJq3HxBUHUCZvVjw3bRNiE5JQs2gEvu1dCzlCvTdA76gnmpbEwu0nsO1YFIbN3IqvH65p2bFUQmIS/tl9GjPWH8Gi7acQl8hKaX8/G+4ukxtdahRC8/J5MpTQkz1LIDpVL4hO1QviSlwC/tl1Gr9vO4E/d5zCyahYTFhxEBNWHEREaCBaVsiLeyrlR4NSuRAc4H9tjTPWM8jS3c1BWBFvlTs8GB2rFcD0dUfw7dL9qNEz/UGWi1fiMXYx2wI/27LMtdekK/j72TDgrhIYOnMLvlmyHw/XL+aTLbSmrTmMl2ZuhmGw9eGzLb3zWF3EU/RuUAy/bT6OWRuP4uV7yiN7qBm0nLPxGACgTrGcae76InInCrKIJWw2G965r7LVy/AYQQF++KR7NbQfvQRL9pzBDysO4JEU2ittP8aWYLM2HkVsAk90c4YF4YE6hfFgvaIek+0ZmTU40wwl9CR5wkNwb5UCmLnhKBYf88PjFq2Ds1hYxdKrbhGf+F3IEuSPMb1qoMPnS7Fi31l8tmg3nm115xOfFf+dxf4zl5E1OMAjMmTaVymARTtO4bfNx/FMyzJeEQQ9FXUV664LqGw9GnVto88uwM+GigWyoXqRCDQsFYkmZXMjUEPsfUKWIH983rM6yvwZjtF/7cGSPWewZM8ZNC4d6fJgy/R1R3A6OhYFsod4XBuBAjmyYEDjEhj11168N38HmpXLg1X7z+K/05cRFuSPLjW9oxKzdcW8KJwzCw6fi8GTkzYAAJqVy4MxPWsgS5DrNuw8WaA/24bdO3opFu04iV82HHV7Ze2O41GYse4IZm08hjOXzCB2uXzhuL9mIXSsVtAl86xCgwJwT+X8uKdyfsQmJGL53rOYv/U4/th+EuevxGPa2iOYtvYIwoMD0Kx8HrSpmA8JSQZOR8ciV1gQmpWzdmaSiDfp27g4pq87gvlbjuPwuSvp7jzwxT97EXU1AeVuSrZzlftqFMTHf+zGiairmL3xKLrW8q2g6sSVB/HqrK0AeP70VsdKHp8sIeLpahWNQLl84dh5IhrT1x2+oQpu1ga2CtPAe3EmBVlEPESpPFkxvG15vDp7G96bvxMNS0WiTN5wJCQm4Y/tbAm2ar/ZEqxigWzo06AY7nViSzDxfo80LI6ZG45i/Vk/vPzLNrx9X2W3/34s/+8s1h+6gKAAPwxwwQBMq5TKkxXvda6MIVM2YvTfe1GrWE7cVeb27Xh+Wm0OvPeEVlXNy+dBUIAf9p25jB3Ho1GhQDarl3SD+MQk7DwefS2gsu7g+WvVetfLFRaEGkUjUKNIBGoWjUDlgtkz7YZsZmCz2TCkRWl0rlEQY/7ei5/XHbkh2DKkeWnUKubcYEt8YhK+XPwfAGDg3SU9MmN24N0lMXnNYRw8ewUTVhzAyn1nAQBdaxV2SV98Vwjw90PfhsUx4tftAIAuNQphZJfKmT5IWi5fNjzdogw+XLALI+ZsQ4OSkS5vg3XmUixmb2Q7sO3Ho659PVdYEDpWK4guNQum2M/cVYID/NG0XB40LZcHCYlJWL3/HH7fdgK/bz2BU9Fc6+zkLFSAmySe+DoV8VTl8mVDo1KRWLr3DH5YfgCvtK+Q5p89fjEG45cdAAC82KasWyo9gwP88Wij4hg5fyfG/bsPXWoU8pkgxDdL9uHtuTsAAI82LI5X25f3ikQoEU9ns9nQu0ExvDxzCyasOIhHGxaHn58NO45HYdfJaAT5++EeB2cii6TE+h0fEbnmwXpF8efOU1i86zSGTNmIe6vmx48rDuJY8lBRfz8b7qmUD30aFENNN7UEE+9SuVB2vNS6DD5YsAs/rz+KHSeiMbZXTRTJ5b65OPYqlp51iiBPNt/qjd6xWkGs3HcOk1cfwjNTN2LekMbIm8q/8cylWCzcljzw3kOGVoaHBKJp2dxYsO0kftt8zPIgy7nLcTe0/dp85CJi4hNvuI2fDSibLxtqFMmBmsmBlaK5QvX+lwkVzhmKkV2qYFDTUvhi8V5MX2sGWxqVYmWLs4ItszYcxdELMYjMGuyxLYjCggPwQquyeHHGZny2aA8uxSUAAB6uX9TilaVP99pFsOHwBZTJG44nmpTUazvZwLtKYMG2E9h85CJenrkZn/esgYREA3GJSYi/7k9cgoH4xCQkJJnXr30v0UB8QvLfk667bv9eYhLiE5Jw4OxlLN51GglJBgAgyN8PzcvnQZcahXC3B1QGBvj7oUGpSDQoFYkR91bEhsMX8PvW45i/9QSOnI9BgJ8NPep45utUxJP1bVwcS/eewdQ1hzGkRek0B+g/W7QHsQlJqFMsJ5qWzePiVZp61i2CMX/txd5Tl/DnzlNoWcH7q9fG/L0XHy7YBQB4oklJvNC6rD4HRZyoY7UCeG/eDhw6dwX/7D6NpuXyXBt437RcbmTP4h2JSeIdFGQR8SA2mw0f3F8FbT5dcm2YPMAswp51i6BX3aIa6Cl31K9RMUQf3oEpB0Ow7VgU2o9egk97VHNLG41V+85i1f5zCPL3w8C7faeK5Xqv31sBGw9fwI7jUXhq0gZM6l83xWG8P687gvhEA1ULZXdr9u+dtK9SIDnIctztJ3Ino67izx2nsO7geWw4dB77zly+5TbZQgJQPblCpUaRCFQtnN1rsvLFPQrnDMV7navgiSZmsGXp3jNYuvcMGpbKhadblEHtDARbEpMMjE2uYunfuLhHV4t2qVkI3y8/cO144e4yuVEit3fNIcoS5I/PelS3ehkeJ8DfDx91rYp2o5bi712nUfH1BS5/zKqFsqNLzUK4t0oBRIR55jwcPz8bahblZ8SwtuWx43g0/PyAUnnCrV6aiNe5u3RulMwdhv9OX8a0tUfQt9Gd5yjuPRWNaWs5b/Cle8q59TgyW0ggetUrii//+Q9f/vOfVwdZDMPAJ3/sxqi/ONfmmRZlMLh5KQVYRJwsNCgA3WoVxjdL92PCigO4u0xu/JpcCdupmlqFiXMpyCLiYfKEh+B/XavgsR/Xo2zecPRpUAztquT36E0e8TxlsxuY9Xh9DJ66GRsPX8Cj49dicLNSGNKijEtL+kcnnyh0rVXIY2YEOVtIoD++6FUD945eitUHzuHjP3bjxTblbrhNUpKBycmtwjylisWuWbk8CAn0w6FzV7D1aBQqF3JPAOjXTcfw8swtuBSbcMPXS+YOuxZQqVk0AiVzZ/WZ9g/iWjcGW/7D9LWHsWzvWSzbuwINS+XCkOZlUKd4+oMt87Ycx74zl5E9CzdzPJm/nw2vtCuPXt+sAgD0aVDM2gWJU5XOG45hbctda6dmF+Tvh0B/GwID/BDo73ft7wH+9r/bEJh8PTDgpr/7+yEowIYAP/v3bcgWEojWFfN6XaDCZrNZXpEp4s38/Gzo26gEhv2yBd8v248+DYrd8TzhwwW7kGQALSvkRc2iEW5aqenRhsXw3dL9WHfwPNYcOJehpAqrGIZxre0ZAAy9pxweu7ukxasS8V0P1iuKb5bux+LdpzF93WEcu3gV4SEBaFrOfZV4kjkoyCLigZqVy4sdb7ZxS39b8V35s4dg2sD6eHvudkxYcRCj/tqLDYcv4LMe1ZHTBRmq6w6ex9K9ZxDgZ8PjTXz7RKF4ZBje71IFgyatxxeL/0Pt4je2S1j+31kcPHsF4cEBuNcDBt5fLyw4AM3L5cXcLcfx2+ZjLg+yXI1PxNtzt+PHlQw6VcifDc3K5UHNohGoXiQHcoR6Zra0eA8GWyrjiSYl8cXi//DzOjPY0qAkK1vSGmxJSjIw5m8Gix9tWBxZPWCW0p00LBWJ51uVwYUr8bj7DnOixPv0aVgc3ZJb1gX6+yHAz6ZMZxFxms41CuLDBTtx5HwMFm47cdv5BOsPnceCbSfhZwNebF3Wjas05ckWgi41C2Ly6sP4cvF/qN3Hu4IsSUkG3vxtO8YvPwCAFfKPNLxzBZGIOK5YZBialM2NxbtO47XZ2wAAbSspkVmcT9MBRTyUAiziDEEBfnizYyV82r0aQgL9sGTPGdw7eik2Hb7g9Mca/RdnsXSpUQiFItw3A8Yq7arkvzb74NmpG3HsugHtk1YfBAB0ql4QoUGet0nbvgpPoH/bfByGYbjscfafuYzOXyy/FmAZ1LQk5jzZEM+3Loum5fIowCJOZQ+2/P18E/SsWwSB/jYs/+8suo1bgZ5fr8Sq5MHwt/PnzlPYeSIaWYMDvKoq5MlmpfFK+wqqAvNRoUEBCA0KQKC/nwIsIuJUIYH+eDC5avObpftTvZ1hGHh//k4APNYvnde6yrf+jUvAZuNn9q4T0ZatI72SkgwMn7UF45cfgM0GvHtfZQVYRNykd/1iAIDYhCQAQMfqnpUIKb5BQRYRkUygU/WCmDWoIYrlCsXRCzHo+uUK/LTqoNM22DcdvoDFu07D38+GJ5r6dhXL9Ya3K4/KBbPj/JV4PDlpPeITk3Aq+ioWbjsJwPNahdk1KZsHoUH+OHohBhtdEHADgNkbj6L9qCXYfjwKucKC8MOjdfBC63Ipzq8RcaZCEaF4977KWPxCU/S6LtjS/auVeOCrlViZSrDFMAx8nlzF8mC9osgeqllAIiLi+x6qXxRB/n7XZualZPHu05y7GOCHZ1qWcfMKb1Qid1a0qZgPADDu3/8sXUtaJSQm4fmfN2Hy6sPwswEf3l/VY88TRHzR3WVyo0hOJoLmyxaCesVzWbwi8UXa6RARySTK5cuGOU81QqsKeRGXmIThv2zF89M3IyYuMcP3bZ/F0rFaARTNFZbh+/MWwQH+GNOzBsJDArD+0AV8uGAXpq89goQkA9WL5ED5/J7ZKz5LkD9alOew0N82H3fqfV+NT8TLM7dgyJSNuByXiLrFc2LekMZqYyRuVzBHFrxzU7Blxb6z6PHVSvT4asUtwZZle89i0+ELCAn0Q7/GyiwVEZHMIU94yLX2tt+mUM2SlGTgg993AeDsrwI5rJ+7aJ9hMmfjsRuqyT1RfGIShkzdiJnrj8Lfz4bPelTH/TULWb0skUzFz8927X3jwXpFVP0tLqEgi4hIJpItJBDjHqqJofeUg58NmLH+CDqPXY6DZy87fJ/bjl3Eoh0nYbMBg5qWcuJqvUORXKH48P6qAICv/t2Hcf8wo65nHc/OTmuX3DJs7ubjSEpyTkXTf6cvodOYZZi8+hBsNuCpZqXwU7+6yJstxCn3L+KI64MtD9ZjsGXlvnPXgi0r/mOwxd7ysEftIojMGmzlkkVERNyqbyMmF8zfegJHbwpazNl0DDuORyE8JABPeMjcxaqFc6B+iVxISDJSDAx5itiERDzx03rM3Xwcgf42jOlZw+PmNYpkFj3rFsGSF5viiSaZb89C3ENBFhGRTMZmYxbHj/3qIjJrEHYcj0L70UuxaPtJh+7v8+QqlvZVCqBk7qzOXKrXaFMpHx5N7qkcdTUB4SEBaF/Fs0+g7i6TG+HBATgRdRXrU2kNkR6zNx5Fh9FLsfNENHKFBWHCo3XwXKuyag8mHqNgjix4u9OtwZYHvl6JDp8vxar95xDob8PAu0tYvVQRERG3qlAgGxqUzIXEJAM/JA9lBxgk+N9CVrE8dndJj5qn91hywGfy6kO4cCXO4tXc6mp8IgZOXIc/tp9EUIAfvnqoFtpUymf1skQytcI5Q1XFIi6jnQ8RkUyqQclI/PZUY9QokgPRVxPQb8JafLhgJxLTUdWw60Q05m89AYBVC5nZ0HvKoWrhHAA4EDRLkL+1C7qDkEB/tKyQ8ZZhV+MTMXTG5mvtweqVYHuwxqXVHkw8kz3Y8s8LTfFQPfah33zkIgDg/pqFkD+79W1QRERE3M3eKnPyqkO4FJsAAJi06hCOnI9BnvDgawlFnuKu0pGokD8brsQlYuKKg1Yv5wZX4hLw6Pg1WLzrNEIC/fBd79poWi6P1csSEREXUpBFRCQTy5c9BFMG1EefBsUAAGP+/g+9v1uNs5di0/Tz9iHR91TKhzJ5w121TK8QFOCH7/vUxlsdK+KF1mWtXk6a2FuGzdtyPF3BNbu9p9gebMqaw7DZgMHNS+OnfvXUHky8QoEcWfBWp0r458Um6F2/KBqXjsSQ5tYO8xUREbFKkzJ5UCJ3GKJjEzB97WFcik24VrE+pEVpj0sgstnM6tPxyw/ganzG50w6Q/TVePT+bjWW/3cWYUH++OGROmhUOtLqZYmIiIspyCIikskFBfhhRIeK+KxHNWQJ9MfSvWfQfvRSbLhDC6m9py7ht83HAABPZvIqFrucYUF4qH4xhAUHWL2UNGlcOjeyhQTgVHQs1hw4l66f/WXDEXT4nO3BIrMG48e+dfFsyzLwV/m1eJn82bPgjY6VMLFvXeTLrgChiIhkTn5+tmvVKt8t249x//yHs5fjUCIyDN1qFbZ4dSlrVzk/CkVkwdnLcZi+9rDVy8HFmHg89O1qrDlwHuEhAZjYry7qlshl9bJERMQNFGQREREAQMdqBTH7yYYoERmG4xevotu4FZi44gAMI+UKhy/+3gvDAFqUz4uKBbK7ebXiDEEBfmhdkb2h7QGzO4mJS8RLP2/GM1M34UpcIhqUzIV5QxqhYSll6ImIiIh4sy41CiFHaCAOn4u5VrH+fOuyCPTQGXsB/n7o35jVLF8t2YeExCTL1nLuchx6fr0SGw9fQI7QQEzuXw81ikRYth4REXEvz/ykFBERS5TJG47ZTzbEPZXyIT7RwKuzt+HZaZsQE3dj+f2BM5cxexM35Qc3VxWLN7O3DPt964k7npjuPRWNTmOWYepatgd7ukVpTOxbF3nClf0vIiIi4u2yBPmjV90iAADDAKoWyo57PHxYe7dahZEzLAiHz8VgXvKsSHc7HR2LB75aiW3HopArLAhTBtRDpYJKQhMRyUwUZBERkRuEhwTii141MLxtefj72fDLhqO474tl2H/m8rXbfLF4LxKTDDQpmxtVCuWwbrGSYQ1LRSJHaCDOXIrDqv2ptwybse4I7h29DLtORiN3eDB+6lsXT7dQezARERERX/Jw/WII9Ofx3UttysFm8+xjvSxB/uhdvxgA4MvF/6Vahe8qJy5eRfevVmDXyWjkCQ/G1IH1UC5fNreuQURErOfJQZaqABYCiAIQC2A3gB433WYwACOVP8XctVAREV9js9nQ/64S+KlfXURmDcbOE9HoMHopFm47gcPnrmDm+qMAgKealbZ4pZJRgf5+aHOblmFX4hLw/PRNeG76JsTEJ6JRqUjMG9wYDdQeTERERMTn5M0Wgm9718ZnPap5zfHew/WLIkugP7Yfj8KSPWfc9rhHzl9Bt3ErsO/0ZRTMkQXTBtZHqTzhbnt8ERHxHJ46mbcagGUAQgGsAnAZQBMAkwHEA5iRfLsaAM4BGJvCfVxw8RpFRHxevRK5MHdwIzw5aT3WHDiPARPXoUTuMCQkGWhUKhI1i6rPsC9oX6UApqw5jN+3nsCbHStd67u952Q0nvhpPfacugQ/G/B0izIY1LSUqldEREREfNhdZXJbvYR0iQgLQo86hfH9sgP48p//UL94TZc/5sGzl9Hz61U4eiEGRXKGYlL/uigUEeryxxUREc/kqUGWMWA1SgsAfyZ/rSVY2fIazCBLTQBrALzi7gWKiGQWebOFYFL/ehg5fye+Xbof+06zbdhTzTSLxVfUK5ETucKCcPZyHJb/dxZ3l8mN6WsP47XZ2xATn4jc4cEY1aM66pfMZfVSRURERERu0a9xCUxccRDL/zuLLUcvuvSx9p66hF7frMTJqFiUiAzDpP71kC+7ZhSKiGRmnhhkKQegDoAXYAZYAOAPANsAVAHgDyAo+bZz3b1AEZHMJtDfD6+2r4DqRXLgtdnb0KBkLtQtoQ13XxHg74c2lfLhp1WHMH3tYczZeAwz1h8BADQuHYlPuldDZNZgi1cpIiIiIpKygjmyoEPVApi54Si+WnIA9zg4FiUmLhFnLsXi9KVYnIm2X8bhzKXYa392nohG9NUElMmbFT/2q4s84QqwiIhkdp4YZNkJICuApBS+FwggIfl6VXD9a9y0LhGRTK99lQJoVzk/3DxPUtygfZUC+GnVIfy2+TgAwM8GPNeqLB6/uyT81B5MRERERDzcwLtLYuaGo1iw/SRqVjW/fiUuAWei43D6UixOR8feEDCxB1DsQZXLcYlpeqyKBbJhYt+6yBkW5KJ/jYiIeBNPDLIAHHR/s+IAygBYASARbBUGAL0BjAKQE8BuAOMAfImUgzQiIpJBNpsNNu25+5w6xXMid3gwTkfHIm82tgdTtZKIiIiIeIuy+cLRrFwe/LXzFL7Y7o8JB5fg7OU4XElj4MQuOMAPkVmDERkejNxZg3g9azByh5uX1YvkuDbHUERExFODLCl5KfnSPuS+VvJlXQCzAVwFcC84z6UUgGdTuyObzRYM4Pq+J+EAEB8fj/j4eCcu2bvZ/y/0f+Kb9Pz6Lj23vsvVz+3I+ypi6d6zGNi4GHJlDdbvkJvpteu79Nz6Nj2/vkvPre/Sc+u7BjQqir92nsL5OBvOx8Vc+3pIoB8iw4KQK2swIq8FToIQmTUIucKu/3swsgb7w3anrLKkRMQnpS94Ixmn165v0/Mrniitv482wzt6vtQGK1i2ghUsiWD1SgEAfQBcSr5dKIDFAKoBKALgREp3ZrPZRgB4/eavT5o0CaGhoc5ct4iIiPiIgEuXkJglCwx/f6uXIiIiIiKp2HsRuJRgQ3iggWyBQHgQEOwHVeOLiEi6XblyBT179gSA7IZhRKV2O28IsmQBsA5AaQD1kq/fzr0A5gB4EqxquUUqlSxHzpw5g2zZHJyO5oPi4+Pxxx9/oGXLlggMDLR6OZ7l0iX4P/ssklq2hNG1q9WrcYieX9+l59Z36bm10L59CGjYEMiWDQnz5wMlSjj9IfT8+i49t75Nz6/v0nPru/Tc+jY9v75Lz61v0/ObOr+RI+H3xRdIHD8eRrNmVi8nU4mKikJkZCRwhyCLN7QLGwWgPIBhuHOABeBcFgAomdoNDMOIxXVzX+xloIGBgXoRp0D/Lyn47jtg/Hj4TZoEVKkCVKpk9YocpufXd+m59V16bi3w5pvA2bPA2bMIbNkS+PtvoGSqhxoZoufXd7nsuT11CoiLAwoVcv59S5rpteu79Nz6Lj23vk3Pr+/Sc+vb9PzeJC4O+OQT4Px5BHTtCvzzD1C9utWryjTS+rvo6VO6egPoB2ABgPdv+l4kkmep3CRn8mWIC9clmVlSEvDll7weFwf07g2oX6SIiO/auBGYNInXixUDDh8GmjQB9u61cFEiyWJjgdq1gYoVgRMpdsoVEfE+ly8Dn38OnD9v9UpERESs9ccf5udhdDRwzz3A/v3Wrklu4clBloYAxgE4BKAXgKTrvlcOwEkwCHOze5Ivt7t0dZJ5/fUXN9bCw4GcOYH164GRI61elYiIuMqwYbzs0QNYsQIoXx44coSBlj17LF2aCObOBQ4dAqKigB9+sHo1IiLO8dZbwFNPAc8+a/VKRERErDV5Mi/79GE3nZMngdatgdOnLV2W3MhTgywVAcwFYAC4D8DZm76/G8BhAC8ByH/d1xsAeBbAVQA/u36ZkimNHcvLhx9mdhXANjIbN1q2JBERcZF//gHmzwcCArjhky8fW4VVqAAcPcpAy+7dd7wbEZeZMMG8/u23gOfPW3SvrVuBhx4CZsyweiUikh6//MLLGTOAmBhr1yIiaffxx0CePMDSpVavRMQ3XLkCzJ7N6wMH8ty0SBEm+7Vvz8pP8QieGmT5HEB2AFsAdAbw9k1/igJ4AUBBADsA/AFgGYAlYJuwxwGoX4I437Fj5pvbY48xq7lzZyAhgW3D4uKsXZ+IiDiPYQBDh/J6//5AqVK8njcvAy0VK/JzoUkTYNcuy5Ypmdjp06xkAYDgYJ5sLVli7Zo8RXw88M47QI0awI8/At26ATNnWr0qEUmLXbvMBIboaG4oiYjnO3oUGD6cxycDB6qtuogzzJsHXLoEFC0K1K0LFCgALFjAzjqrV/MYV681j+CpQZaGyZe1AQxP4U9RANMBtAWwE0AjAKUBzEr+2fFuXa1kHt98AyQmAo0acdi9zcbKlshIYPNm4O23rV6hiIg4y5w5wMqVQGgo8OqrN34vTx4GWipXBo4fZ6Bl505LlimZ2JQpTPSoVYsVtgCPVTK7LVuAevWAV17hSWfx4pyp98ADfN2KiGf79dcb/z5lijXrEJH0GTECuHqV17dvB8aMsXQ5Ij7B3iqsRw/uQQJAuXLAb78BWbIwCPPYY6pm9wCeGmQJAmC7zZ/Fybf7HUA9AFkA5AHQBcAqN69VMouEBODrr3n98cfNr+fJA3zxBa+/+y6wbp371yYiIs6VmGjOYnn6aSB//ltvkzs38Oef7It74gQDLds1Ek7cyD6D5eGHgX79eH36dODCBcuWZKn4eCa81KzJmXkREcDEicyIv+8+Vhx37MjviYjnmjOHl488wsvffmNFi4h4rh07gO++4/X+/Xn5+uvAqVPWrUnE20VFmVXrDzxw4/fq1wemTgX8/Pjae+01969PbuCpQRYRzzN3LgcdR0YCXbrc+L2uXYHu3bkp17s3EBtrzRpFRMQ5Jk5kwCQiAnjhhdRvZw+0VK3KAYRNmwLbtrlvnZJ5bdvGxI6AAGa21a7NyqqrV4FJk6xenftt3szqlVdfZbClQwf+Hz34IP+PJk3i6zM6GmjTRrOURDzV2bPAsmW8/vrrQOnSnMlyc3WLiHiWYcNYNdqpE/Dll6yyjYoCXn7Z6pWJeK/Zs7m/WK4cE/tudu+9wLhxvP7222YCuFhCQRaRtPryS14++ij7nt/s889Z1bJtG8tkRUTEO129yo0dgCeMOXLc/vaRkQy0VKvGbL2mTTlsW8SV7APv27VjsM9mM6tZMlPLsPh44K23uJljr1758Udg1qwbK9BCQvi1GjXYK75VK/aOFxHPMm8eN2qrVmX/+R49+HW1DBPxXMuX8zPWz4/dPfz8gNGj+b3vvuPcCBFJv5Rahd2sXz/gjTd4/cknNYPQQgqyiKTFvn0cLAUAAwakfJvISDOC/MEHwCp1rhMR8UpjxwKHDgGFCgGDBqXtZ3LlYqClenVu4DZtyrkQIq6QmMhAAmDOYgGAXr2AoCBgw4bM0RJr82YOAH3tNQZbOnZkBVqvXimfiGbLxgHapUsDBw8CrVsD5865f90ikjp7q7B77+WlPcjy++/A+fPWrElEUmcYwEsv8fqjjwLly/N6vXrs8gEATz3F4KnInRw4AFtiotWr8AxnzgB//MHr9s/C1Lz6KvcqDQPo2RNYssT165NbKMgikhZffcU3q1atgJIlU79dp05sS5GUBPTpw9J2ERHxHlFRwDvv8PqIERwmmFY5cwKLFnEexJkzDLRs2uSSZUom9+efwLFj/J1r1878eq5cQOfOvO7L1Szx8cCbb7J6ZcMG/j/89BPwyy9Avny3/9k8eYCFC4ECBVh93L49cPmye9YtIrcXG2smtnXowMsKFdgKMT6er3ER8Sy//QYsXcqK0Zs7eowcCYSHs5LFPkdOJDW//47AMmXQ+KWXgOPHrV6N9WbO5Gzo6tWBsmVvf1ubDRgzhglHsbFm21xxKwVZRO4kNtYc4Hb9wPvUfPYZ21Ps3MlosoiIeI///Y/94MuWNbPv0iNnTmYc1a7N+2neHNi40enLTJfoaP67atXiRrR4P3ursB49bm1ham8ZNmkScOWKe9flDps2AXXqsKVffDwTXLZtY9Zeam0UblasGDdyIyKAFSs4Wy8+3pWrFpG0+Ocffmblz8+EBTu1DBPxTImJ5syVIUOAggVv/H6+fGYL3qFDgYsX3bs+8S5jxgAAIvbuRUDDhkpWu75VWFoEBPBnGjQALlzgDMLDh122PLmVgiwidzJzJlu/FCzIbMc7yZmTlS8A8PHH5uBGERFP9/PPQN++bKOTGZ08yfdtgNUsAQGO3U9EBDPl69QxAy0bNjhvnWl19iwzCosWBV54gUPSBw1SuxVvFxVl9lpOKRDYtClQvDg3MmbMcO/aXCkujv2ma9Vi4DJnTgaSZs68c/VKSipVYvZtlixsIdanj1qZiFjNPty+fXvOdLDr3p2Xf/7J2Wci4hkmTmSiQ0SE2TLsZk89xeSlU6fMuREiNzt5ksdjAC7nzQvbkSNAw4Y8VsuMjh1j4gFgfgamRZYs/CwtXx44coSBFp37uY2CLCJ3Yh94379/2jfc2rfnybph8NIXM0lFxLfs2cM5Bt99x8HQv/9u9Yrc7+232Taodm2z5ZKjcuRgoKVuXc58aN6cQQ53OHYMeP55BlfeeIMH1mXKACVKcOP9ww/dsw5xjRkz2I60bFn+rt7Mz4/BUsB3WoZt3Mig5YgRbJtw332cvfLAA2mvXklJgwb8/wwIYMDmmWd47CYi7mcY5jwWe6swu5Il+X6XlARMn+7+tYnIrWJizM4dw4Yx0JKSoCBg1CheHz2an9+ZlWEAs2ebczbE9NNPQGIikurUweKPPkJSs2Y8L+vYEfj008x3fDZ9Ov/NDRrwnC49cubkuXyBAny9deigUQZuoiCLyO1s2wb8+y/g72+230irTz7h0OS9e3nQISLiqQwDeOIJZooHBTEo0LYty/szy+DBffuAceN4feTIjG3c2mXPzkBL/foMdLRoAaxdm/H7Tc2+fcBjj7GK4aOPeGJSrRowbRoPsD/9lLf77DPgxAnXrUNcy97TvHfv1H9P+/RhsOXff4Hdu922NKeLi2NgpXZttozIlYttEGbMAPLmdc5j3HMPMH48r48aZc5kEhH32rwZOHSIWbjNm9/6/Qce4KVahol4hjFjmClfuDDw5JO3v22rVtwsT0hgW7HMtmEOALt2sdq4UyegdevMHWy6mWFcOxYzHnoICVmzIvHXXznIPSmJSTBPPJG5Wrumt1XYzYoUYaAle3bOTOrVK/Oc11tIQRaR27FvuHXocGt/0TvJkcPMIP3sM7PUT0TE00yZwoHtISHMGH/8cR7svvkmNyBPn7Z6ha5nn+/QqhXQrJnz7jdbNh7g2nvjtmgBrFnjvPsHgK1beeBcujQ/t+LigEaNWHK/fj3nTfj7s8qybl1WV777rnPXIO5x4ACPJ2w24MEHU79dwYIMlALAt9+6ZWlOZ69eeeMNbsp07szklx49nBMEvV6vXjxWA5iVa69iFhH3sbcKa9mSgZabdevG1/7SpeoxL2K18+fNY8k33+Q5xJ18/DHnyC1aBMya5dLleZTYWB7LVKli7gkZBvD++9auy5Ns3Ahs2QIEBSGpWzd+LTCQx2MffcT3/i+/BNq14/mUr9u/H1i1iglTXbs6fj+VK/O1FhQE/PILW/dlxgCnGynIIpKay5fNbNHHHnPsPlq3ZpsxAHjkEeDSJeesTUTEWS5cYHYQAAwfzv6tX3wB/PgjEBrKcvbq1Tkc2ldt3mwOhH/vPeffvz3Q0rAh23W1aMED54xatYrZcJUrs9VRUhL77v77L7BkCa9fvxlts5knxF9+mXln73izH3/kZbNmzBy9HXvLsPHjvSvzLy6OQc/rq1emTOHMKGdVr6Rk8GDglVd4/Ykn1JJIxN1SaxVmV7Ag0Lgxr0+b5p41iUjK3n+fgZaKFYGHHkrbz5QowRmBAPDss5mjfdE//wBVq7IqNy6OyWv244uffmLyjJj7bh073th2zmbj78qsWUBYGM9LGzRg9b4vmzqVl02bOjZ38HpNmvD8wWYDxo5Vop2LKcgikpopUzhctmRJbog56n//Y6ne/v2pD4MTEbHK8OEcNFi2rHniAzCze/Vqfv3oUeCuu5jp7YvZL8OG8d/VvTvn0bhCeDgrSxo35mdLq1bAypXpvx/DAP76i59L9eqxr7PNBtx/P2e+2B8jNc2asQ1LfLyGj3obwwAmTOD1hx++8+3btWNQ4tQp7xkaumEDgytvvsnqlS5d2E6je3fnV6+k5M03gYED+X/dqxezbUXE9Y4fN6s827VL/Xb2tilqGSZinSNHzOrPkSNZLZ1WL7/MJJEDB4APPnDJ8jzC2bPAo49yg3vXLm6UT50KzJ3LY/aWLdm6SXMSGXyyJ7v16ZPybTp0YAJZwYLAjh2szF++3G1LdLuMtgq7Wdeu5mv2lVc4g1VcQkEWkdSMHcvLgQNZpueobNnMN7EvvgD+/DPjaxMRcYbVq833urFjWcJ/vYoVuenRrRs3PJ9+mgd70dFuX6rLLFnCEx5/f+Ctt1z7WOHhwLx5DFjZAy1prRBKSmKWb/36DJL8+SeHdffpw03o6dPTHiCyz5z44Qdg506H/iligZUrgT17mMnXufOdbx8YaJ6s2tuXeqq4OOC119gebPNmIDKSmxHTpwN58rhvHTYbe8zffz8DkZ06Ob+9n4jcyh4Irlv39lm7Xbrw83rtWs69FBH3GzECuHqVST23C4qmJDSUSagAAzS+VlVtGMDEiUC5csD33/Nrjz3GwIC95SHAYBPAlq6ZfU7i/PnAmTN872/VKvXbVa/Oc9caNXj7Zs1Yye9rtm/nsXBgYNqO99PqqaeAoUN5fcAAnv+K0ynIIpKStWuZERwUxDZfGdW8OVtPAMxoiIrK+H2KiGREQgIP+g2DZf5Nm6Z8u/BwZox+9hk39adNY6b51q3uXa8rGIZ5sNmvH2eauFrWrAy0NGnCYFWrVsCyZanfPiGBJxBVq7KEftUq9r1+8kluMH3/PU/k0qNuXd5XUhLbMol3sLdS6NKFv0dpYW8Z9vvvzDz1RBcvsirrrbf4+37//Zy9cv1mhDv5+7OtQosWbB17zz0KRoq4mr1V2L333v52efLwvAow26mIiPts324GD95/37HP6a5ded5x9Srw3HPOXZ+V9uxhhcrDDzMIULEij/HHjuW83us1acJjn9hY4NNPLVisB0keeI8HH+S55u0UKMC2yJ068f+uVy8G/Xyp04L9s611ayBnTufe97vv8vczMZGvQ2e0r5YbKMgikhL7wNOuXZlN6Qzvvw8ULw4cOgQ8/7xz7lNc4/ff+QEUG2v1SkRcZ8wYtubJkcPMKEuNzcZ5Bf/+CxQqxLL3unXN+RDe6tdfWWqeJQuz6N0lLIxZu02bclZX69asqLlebCzw1Vds19arF4Na2bIx8+3AAWD0aKBoUcfX8NZbfF6nTePvgXi2q1fNk660tAqzK10auPtuBtTsJ7Ge5p13+DuYKxd/H91dvZKS4GBg5kwGlM+eZTBUg7ZFXOPKFbM1X2rzWK6nlmEi1hk2jMcU993H6mpH2GxM3vL3B2bM8P5OH3FxPJapXJn/lpAQ7iWsX8/5ISmx2fh/CbDbyfnz7luvJzl92qxk7N07bT8TFsbfmxdf5N/feIPnSlevumaN7mQYzm8Vdj2bjdXtbdpwJlK7djyvF6dRkEXkZhcumGWHjg68T0nWrGbWx9dfAwsWOO++xXm2bOEJ3vDhrDrypawIEbujR80Bz++/n/YNzfr1ecLQsiU3RR56iO+T3nhQm5hontwMGcLMKHeyB1qaN7+WLW9bsgT+MTHw+/RTDgcdOJCDHSMjgbffZkuFd991zvDvypWBnj153f67IJ7r1195fFK4cOpVZ6np14+X337LjRFPsn+/2SP6hx+Y3OIp7O39ypZlgKV1awZcRMS5Fi3icUSxYkClSne+/X33sY3K1q2+UVUr4i2WLeMsQD+/jA/PrlzZ7PQxeDBbdHqjpUvZxuqVV5gg1bIl35defpldUW6nXTv+P0RHM/ktM5o8mVXMNWum7f3fzs+P57DffMPql8mT2T7s1CnXrdUdNmxgRVSWLOw64AqBgUxoqlWLx7Vt2nAumjiFgixye552Mu4OEycyqlupEtCwoXPv++67uZkHsIXHhQvOvX/JmIQEBlbsB3mTJmnzUXzT00+zgqJePXMDNq1y52bv3NdfZzbMuHFAo0asrvAmP/7IlkQREcBLL1mzhtBQbp63bAlcvgz/e+9FqwED4P/ii8CxYxzu+Omn/L8dPvzWVgMZNWIEswjnzeNJongu+8D7Bx9M/5y4Ll2A7Nn5e/TXX05fWoa8/DIzQJs3B9q2tXo1t4qMBBYuZAXfjh1c46VLVq9K7C5fZlvfFi2Ac+esXo046vpWYWlpPZQjB9v4AWoZJqk7exZ+cXFWr8J3GIZ5vNy3b/pb1abkjTf4Obt9O6s5vMn580yGatyY68+dm8PbFywASpZM2334+Zltiz/7jJ9pmY29FW5qA+/vpG9fHqdFRHDOZd26PL/zVvYKzfbt094a2BFZs3ImS6lSPD+45x6NNHASBVkkZefOwW/wYDQbPJgbz5mFYZhDoB97zDW9wN99l29mR48Czzzj/PsXx338MefxZM8OvPcev/buu6w8EvEV8+cDP//MzfUvv0z/hi3Anx0xgpvzOXNyhlWNGt4zQC821mwPNnSo84MX6ZElC7MCW7WC7coVBEVHwyhViplZ+/YxMB8W5prHLlXKnNkxbJgq9zzVyZN83QLpaxVmlyUL2ygA/L3yFCtXcoPUZmPLQivmr6RFkSI8gc+ZkwNXu3RhYEisdeoUq7rGj2d7lscf13uYN0pKMlvFpKVVmJ29jcrkyXre5VabNyOgVCk0eP11/X44y2+/sZIlJMR58/wiIsyKmNdf944qBHs7p3Ll2NYXYMLazp2sEE/vsUy3bqxeP3PGs47R3GHLFnZICAwEHnjA8ftp2pQBlpIlGTBo0IDHbd4mKckMsriiVdjN8uRhm/w8eYBNm4DOndUu3wkUZJGUhYbCb8YMhB85Atvs2Vavxn2WLGGmYlgY2+C4QmgoTwhtNl7aTyzEWrt2mZuun3zCjVf73x9/3NzgEvFmMTHAoEG8/vTTHKaeEW3asKy5Th1mdLVvz4qLxMQML9WlvvyS87EKFACeesrq1VwLtCS+8w7WPP88ErZsYfDjTm0GnOHVVzl/YskS7zwhyQwmT+Zrqk4dxzNH7RVrv/zCE3mrGYY57LZ3b6BaNUuXc0flyzOoHBbG14l9aKhYY88etq9cs4bBr4AAzvP56SerVybptWYNA8nZsgF33ZX2n7v3Xn52/vcfEz1E7AwDGDQItsuXkWvHDtiWL7d6Rd4vMdGsuHj6aVZaO8ujj7JV1MWLZhtfT7V/PzP+e/ZkQKhcOeCff5iQ6eiA8oAAs0Loww8zVxKHvYrl3ns5ly8jypblEPe77mJFRtu2ZvK0t1ixgu1pw8PdV91dsiSPb7NmZcJKnz6Zs5uREynIIikLCUFS8gm5X2bqD2l/I+7Zkwf7rtKwIfDss7w+YIBaHFgtMZEHeLGxHG5rL1cdMcLcSOnaVcOhxfu98w5PEAoV4u+3MxQpAvz7rxm8efddvo5OnnTO/TtbVBTnmwD8P8iSxdLlXBMSgqQXXsCxRo1YKeQuhQqZz93w4cr49ET2k9C0DgRNSfXqrDaLi2OrPKvNmAEsX87EE/vr0dPVrQvMnMmMy6lT2UNerxf3W7mSWar79jH7d8UKM6t60CDOrhLv8euvvGzTJn2JBVmzmpUv9sxfEYCfcde1QPXztjZUnmjCBLbEckWLXX9/YPRoXv/uOwZePU18POd/VKzIdmDBwcCbbwIbN6YvOJya3r2B/PnZ6WTixIzfnzdISDCPRzNyfHu9XLmYCNO7N/dvnniCQUFvSYqxD7y/7z5WjLlLzZo8Lg8I4Ofp88+777F9kIIskqqkAQOQ5O8Pv6VLM8fm8qlTfHMBWLngam+9xeyH48d5oi7WGTOGmz1ZszITxV7ma7Px7/bB1O3aMftdxBvt2AF88AGvjxrl3D6vwcHA559zjlFYGOc+1KjhmXM+Pv6YmfxlyrCXvzA7MWtWZgP/8ovVq5Hrbd7Mk/jAQKB794zdl72a5dtvrQ0OxMaamzTPP+/cjFhXa9WKGyA2G/vHv/GG1SvKXObM4WDbM2c4sHX5cr6XDx3KypaoKFUZeRv7PJb0tAqzs7dTmTpVmbdCFy8CL7wAAEhKbj9k++UXDXXOiJgYs7uDK+YDAnz/fvhhHps8+aRnvZ5XruQm9NCh/L9o2pTHZvZKcGcIDjare99/P3N8hi1YwIS83LnNGVvOEBwMfP+92Ybus884QD462nmP4QoJCRxGD7inVdjNWrXi/xvAri7ffuv+NfgIBVkkdQUL4liDBrxuzy7wZd99xyyFOnWY8elqWbKwXZifH9sbaGPLGvv2cfAuwBLdIkVu/H5QEINvlSrxAL1tW+DCBbcvUyRDDIPB4/h4tvTq1Mk1j/PAA5xZUL48B7c3acKghqdke586BXz0Ea+/8w4zdoQnOPbqyldeyRwnd97CntHojFYKDzzAY4+tW/k6tcqYMfzszZfv2maYV+nenUFlgEEW+3VxrbFjmd0ZE8NjscWLgbx5+b2AAL5WsmZlZaX9fV4824ED7Mnv7+/YJlubNuw8cOQIA24ir7/OjdsyZZD49dc4W748bAkJ5uwMSb/PP+drrHBhs/LZFUaOZJuk1atZOWO1ixdZCdGgAd+ncuUyZ4CVKeP8xxs4kJVCe/aYib++bPx4XvbqxUQiZ7LZuL8zfTorQubOBRo18uxk2cWLeZ6aKxfQooU1a3jwQSZkNm7M+SziEAVZ5Lb2tWvHK5MmAadPW7sYV0pKAsaN43V3VLHY1a0LvPgirz/2mGf0Sc9MDIOZvVeucDN4wICUb5c9O3tVFigAbNumobfifSZOZM/gLFkYNHflgOkKFXiC1KMHN+ufew64/36erFjtnXeAS5eYAd2li9Wr8SzPPst+0jt2aK6Bp7i+lYIjA+9vliMHW18C1g1XPXuWlbwA24Q5s6LOnZ54wmy5OHgwbGpX5DqGwc2SJ57g8Xr//sDs2ayavF7JksCnn/L6K6+wAkw8m71VWKNGjs0zCAlh4A1QyzDhRrg96D16NBAUhP32uQbjxjHRSNLn/HmzIuCtt1zbwih/frNi5qWXrDtvMAzg55+ZMDZ2LP/euzcH2/fu7bpzqKxZgSFDeP3ddz0nQc0Vzp0zqxjtbdpd4f77ef6bNy+rj+rW9cx2dIDZKuz++50fdEqP559nIDEiwro1eDkFWeS2zpcti6SaNdna4euvrV6O6yxYwGyqHDmAbt3c+9gjRrC/56lTLI91pfh4toMZPRp+Q4ci2/79rn08T/f118Dff3Pj+ZtvWFWUmsKFmQWRNStbIfXr59sHP+I7zp0zS9Bffx0oVsz1j5k1K4Pzn3/OA8WZMxnY2LzZ9Y+dmv37zblbI0e6NtDkjbJnN1s4vf66AsmeYNEi4MQJZrU5q5WCvWXY5MnWtE546y1Wg1au7NoTa3d47TUetxkG/B99FJW/+gq2CRP4PqfNPOeIi2OAceRI/v3NN7lZmloV4qOPslIzPp4ZmVevum2p4oCMtAqzs7dVmT6dgWnJnJKH3SMxkUk0rVoBAI7VqwcjXz52I1DXiPQbOZKf2ZUq8T3V1QYP5gDzU6f4fu9uhw+ztVTXrvydKV2a5/3jxwORka5//KeeYgLBpk3A/PmufzyrTJnCz/eqVfnHlerUYfJf5co8pr77bgbRPElsLM+VAVadW8lmszbI4wMUZJHbs9mQZC8L/eIL3z1p/PJLXvbpwyGs7hQczKG2/v7sKWzvxegMZ84wS2zYMFZqZM/Ojc7Bg+H/8ce468UX4TduXOYMFhw+bA71evddZkDeSbVq/FD292dlgH3QqognGzqU7wUVK5otodzBZuMJ75IlDFLu3csMIqvmQbz+Oj/DWrTgnCW51ZNPsoXTgQPWVTqIyT7wvmfP9A2Evp1Gjdjm4vJlYNo059xnWu3Zw1ZhAPC///Gz1JvZbOz13aMHbAkJKDFvHgL69eOGQXg4T+wfe4xBgTVrtOGfXhcvsi3Yjz/yd+W779gD/3YBcpuNbYHy5mXlsb0drHieixfZHgVgO0RHNW/OQPSpU+b9Sebz00883gwNZZvaZEZgIJLsyQVq7Zg+hw/zMw5gsMUdn9lBQWZF4qhRrK52h8REVj9VqMC9k8BAVkRu3swZLO6SMyePGwDgvffc97juZj++dVeyTZEiwLJlnK8bE8Mgmn0NnmDhQgYzCxTgcbp4NQVZ5I6Mrl2BPHmAo0d9MwPk8GHgt994feBAa9ZQsyYDIQDblZ08mf77SEpin/WvvuIHVtmy7LPfoQM/pP/5hx8qERHAPfcgqVkz+MfHw/+pp9hf3BNa+biLYfC5jo7moL2nnkr7z7ZubQbl3nqLJ/0inmr5crMKcexYazJT6tYFNmxg7/SrV5lJX78+++a7y+bNZtslXz5pyajQUG5iAnx/u3LF2vVkZhcvArNm8bozWoXZ2WxA37687u5A2tChzDRv0+ZalrHX8/MDJk5Ewk8/4b9770XSXXdxRkRsLAMr48Zxw6ROHVb4Va3KY7RRo4ClSz1/EKtVjh4F7rqLLSuyZmUl8SOPpO1nc+c2j80+/ZQVYeJ5Fizg+0G5cswWd1RgINurAGoZlllFRZnzvV555Zb5mkn9+rH6bckSayuqvc2IEfwsu+suBrzdpU0b7l8kJLCyxdWJWZs3c+7K4MFsKdygAc9bXN0eLTXPPstg09Kl/J31NTt2sLIkIIBJRO4SHs5Wo/YE8sGDWa3kCeytwrp18/4EJFGQRdIgONiMqI8aZe1aXOHrrxmgaNKEB/pWeeUVoEoV9it//PE7H1BcvMio9xtvcOM/IoJlkAMHMjK/ezdvV748N1S++QbYvp0Z7fPmIXH+fGx95BEYAQGsnqlRg63EMoOJE1mCGxzME/H0fpj16wcMH87rAwbwRFHE08THm+/djz7KIXZWyZWLm2TvvceN/FWrWK7doQPfl1xt+HC+p3btymo+SV2/fmwpd+KEsj6tNH06g5IVKjARw5kefpgntytXMtvfHZYsYSsEPz9WsfiSgAAYXbtia9++SFy0iD3s9+xhpdDQoQwoRUYyU3bzZh6jDRnC9+Ts2ZkU88ADwIcfMiBw9qzV/yJrbdvGQPzmzays++cfHuemR9u25ozFPn3YNlM8izNahdnZW4bNmMFNYclcRozgMUvp0ilXbBcoYA5xtldTyu1t22YOJn//ffe32P3kE56nL1pkJpw4W0wMk1xr1uSmf7ZsTEhbsoTV/1YpUMBMKrDPw/El9gqStm2ZyO1O/v6szqpdm8HZp5927+On5PJlBn8A61uFiVMoyCJp89hjzBRatsy3NuLj481MTncOvE9JUBA/dAICWDFkj2gD3BzcvZvfHziQwZSICJ50jhjBYEtUFHt4NmvGgM28eTxR376d/8a+fRlwsc8dsdnwX8eOSFy8GChaFNi3j5kbo0f7dvuw48fNoXIjRjgeWHvrLfamTUxkBt2mTU5boohTfPYZh4DmzMkTJKv5+XHDce9evo/5+7Mkv3JlDjI+dsw1j7t0KasV/f05aFtuLyiIwXuAvzeZqcrRk0yYwMuHH3b+5ka+fGZ7nm+/de59pyQpyZwL1a+ftZsX7uDnB5QqxaDue+8xEePUKVZOz57N1oUdOgCFCpnHd1OmAC++CLRsyYBMsWIc6P3WWwxQnzhh9b/KPf75B2jYkP9XZcsCK1YwCcgR//sfW+MdPZq25CVxn4QEnqcAGWsVZte4MYdmX7jAcyLJPLZuNZNAR4/mxnxK7NnrP/7I3xO5vWHD+NnduTNQr577H79ECbM66dlnGRBxpj//5PnHe+/x/ahzZ1ZYPPbY7We0usuLL3Idv//OqhpfkZjIZFcA6N3bmjX4+7Pzi78/k2Hsn0VWmTuXnQOKF2fwR7yeB7yDiFfIn98cCD96tLVrcaY5c7jpnjcvB2VarVo1s1XLk08C77zDE/E8eXiy2acPPxS2buXJYokS3OgfM4YfwBcu8KDhrbc4JDdnzjs+pFGnDn+2UycOIBs8mEEDXzwANQzgiSf4b6tZ05zJ4gibjZtTTZuytLhdO+DIEactVSRDDh1iEBFgdrQ7hjWmVf78bLm3dSvfd5KSGAguVYoB4qgo5z2WYTCwAzDQXKaM8+7bl/XqxaD8uXM39DYXN9m3j5mUNpvrBs3ae9RPmOD6zO8pU9g6K2tWawbZegKbjUGVDh343jx7NgMJp04xCPPeewzK2OfDHTzI7N3XXgPat+f75iOPsErGV02dyqqfixcZaFm+nMEmR4WGckM1IIAbKT/95LSlSgYtW8bf5Vy5WLWUUf7+5nmqWoZlHtcPu+/c+fYVb40bc1P9yhWzQkNStnQp90j8/a2tpBg6lDMdDxzguYwznD3L/ZQWLYD//gMKFmRy64wZrCDxFCVKmBV6vtTmeNEiJtXlysVjG6tUqwY88wyvP/EEq0msYk+s7tHD/RVj4hIKskjaDR7My8mTeVLoC+yzNfr2dd5Q2Yx6+WVm7Z0/zw3HX39li6/gYA7CeuEFHgycOMGDg4kT+eFQrRpPJB0REcE2Hp99xoqlmTOB6tVZOutLpk/npkVAANuEOfr/ZRcUxP+rChWYKdm2rbK+xTMMGcIDxkaN3DdUML3KleN72dKl3GSJiWFguWRJBvPj4jL+GHPncjMnJISblZI2/v4M1gMMspw+be16Mht7ll+LFtwAcIXWrXnfZ8+abQpcISbGHD4+dCiTWsSUOzcDC0OHMhCwdy8TQRYv5mvvoYdY+WOzcWOwQgUed/gSwwA++ogbDHFx3Cz94480JQrdUe3a5nv/oEEMXon17K3C2rVzXv95e5uV2bM1TyyzmDyZ8/2yZGF7qdux2ZjACDA5MSnJ9evzRtcnJz36KJM8rRIWZrYXfe+9jL1/GwYD7eXKsTOIzcbPhO3bPSPRNiX25+Hnn4Fdu6xdi7PYA5wPPGD93tuIEZzfdPCgWcHvbhcvmpU0ahXmMxRkkbSrU4cDjOPiWE3h7fbsYTTdZmOrGk8RGMiDgMaNmdX48cfsmx4VxczWDz7gwYCzNypsNgbSli1jueKBA9yg/eQT32ixcPq0eXA9fDjn3zhDjhz8cMyXj62Z7r+fbehErDJnjhlMHDvWM8reb6dhQ77vzJzJSpMzZ/heVKECA6OOvv8kJpqbu0OGuG6z2ld17syKv0uXgJEjrV6N6507x0pQqzdeDMNsFebKVgr+/txAAcy2qa4wahQr6woWNLMG5fayZ+fMqmee4e/C1q0MRpcrxwSbLl14rOELLcQSE/nvtFcWDx7MYFOWLM57jJdfZrubqCi+phITnXffkn6G4dx5LHZ16rDy6fJlJliIb4uKMt83hg+/Zdh9inr14vvr3r1qK5eaX3/lMXmWLGxtabWuXTk39+pVxztQ7N/PDh8PPshzjIoV+W/8/HPOYfFUlSvzPdIwPKPtc0ZduGDO1/GEBMCwMHNG08cfW9P6fdYs7q1WqABUquT+xxeX8PCdF/E49mqWL77w/o3kceN42bZtxtoRuEK5cszMmTaNJ59167ov2l+7NrB+PU/i4+PZB7VTJ+8fGjpkCAMtlSqxz6wzFS3KE7qwMAbuBgzwjcCUeJ/Ll4GnnuL1557zngM2m43zB7ZuZWAob15W6nXrxs2xf/5J/31OmsT7y5EDeOklpy/Z59lsrCwCeBLiy+0Qz53jZ1+LFtyssdKyZWwXljWr67MrH32Uz/Mff3ATwtlOnzZbjbz7Lts3iWMaNGBr1+HDGUCfMYMn5T/84L3HGzExQPfurKIGmLH86afOq2ywCwhg27CwMH6WqAWitXbt4iZ3UBCruJzFZjPb66hlmO974w22/C5VKu2b72Fh5kBx++aqmBISzOSkp5/2jOQkm43JGn5+rOj488+0/2xCAj9XKlZkW87gYM5mXL/eOW0K3cH+fEycyIQVbzZtGoNlFSs6PmvN2dq3Z9JKYiL3b9ydhKFWYT5JQRZJn/vvZ8b+8eM8wfNWMTHA99/z+mOPWbsWT5QjBzPIP/+cJ0Fz5rB92IoVVq/MMbNn80PMz4/PuysCVjVq8ODB35+lsJm177xY6803eRBetKg538mbBAbyPXnvXpZxh4WxbWGTJhyOu21b2u4nNtb89w8dypaIkn6tWgF33cX/T3v7MF+TmMgS/X37+PeRI7khaxV7FUvXrvz9d6VixYDmzXndfkzkTCNGMNu4Rg3XzZbJTEJCuEG0Zo3ZVrZPH6BNG1Yfe5OzZ4GWLXkuERTEY7TnnnPdJkPJkgzgAAxUWZGxKvTrr7xs2hQID3fufduDLHPnOne+m3iWbdvM4Oztht2n5IkneDl3rmuSC7zZhAlsn5UzJweve4rKlc3nbciQtCX6rlvH6rYXXuC+T5MmwObNfP+3uk1VetSrx/fKhAS21fRmP/zAyz59PCug8NlnrGhavdocJeAOp08zORcwP7vEJyjIIukTFAQ8/jivjxpl7Voy4uefmblapAjLR+VW9l6lK1bw5PTQIW62ffih9e1U0uP8efN39oUXgFq1XPdYbduyygvg5pL9YELEHbZsMTN0P//c9Ru0rpQ1K9sU7N3L16+/P/Dbb2zz168fZyDdzrhx7LGbP79Z2SPpd301y7ff8vnwNcOHs21IlixmIKBfP2DVKvevJSaGw78B4OGH3fOY/frx8vvvnZvBt2OHWTH80Uee37bQm1Srxt/PkSO5ubhwIasWR4/2juOzAwfMNpHZszPD2B0bDH37Ah07coOuVy9m1Ir7uaJVmF2VKuwGEBvr2llTYh3DYPvnxERWe7Zpk76fL12aM8kMg5XTQjEx5vyq4cOZcOlJ3nyTw9K3bTPPtVNy+TID9nXqsPozIoLHr3/9xZbE3sjegePrr713LvLu3cDy5TwW7NXL6tXcqEABzvwBWDl07Jh7HnfGDL6P1azJ9yXxGTrjkfQbOJDZxitWMJvOG9kPqgYMcH5bAl9TowbLart3ZxbFiy/yxOjMGatXljbPPcfKq7Jl3dNbdsAAc1Bdv35mhoKIKyUlMRiRkMC2W+3bW70i58iXjydT27bx35WUxJOl0qV5Enjx4q0/Ex3NbG+Ar3m1KMqYRo0YQE5MZPDYl0ydava5/v57BsY7duQGXadO7m+RNmcOs6+LFmVSgzt06sSs1SNHnNuj/sUX+TvToQMzSMW5AgLYBnHzZs7wu3yZLX3vugvYudPq1aVuwwa2adm1CyhUiIEWd/1+2GzcpMqbl58pzm4dK3d25gw32gBWpzqbWob5vilTgMWL0zbsPjX2GZ3ffANcueK0pXm10aOZwFSkiFk14kkiIsz2o6+/nnKwYf58tqL6+GOeLzzwABM+7K1RvVXz5mxpGxNjVnB5G3uVdps2TIDzNAMHsj1/dDSrpdzh+lZh4lMUZJH0y5vXfDMYPdratThi0yYGiAICmNUmd5YtGz8IvvySWZNz57J92NKlVq/s9hYs4MaZzcaNWWcOUr2dd97hgV1CAmfbbNninseVO0tK4gm+r51Uff89N6vCwrz3APx2ypYFZs7kv7FhQ55ovPsue3GPHs2hgXYff8wS7NKlzcHekjH2oNWkSb7zfrZpk9mb/cUXmUjg58e+15Urc6h4x47ufa+wVz8+9JD7Kj+Cg82qmW++cc59/vUXK88CAoAPPnDOfUrKypThhuMXX7ACcNkyoGpVvj962uzEBQsYBDpxgq+xlSu5IeZOuXPzeBDgBq0SYdxr3jweh1WrBhQu7JrH6N6dlwsXsi2d+I7oaHP+yrBhjs9Uvece/uz58wrGAezuYc/kf+sttqb0RH37Mvnz4kX4X98S+dQpoGdPJgQdPMhElXnzeMyaN69163UWm81MChgzJuUEM0+WlGQGWXr3tnYtqfH3B776ipc//8xjWFc6cgRYsoTX7Z9Z4jMUZBHH2NuvTJnCkyVvYm9fcd99zJKWtLHZGOVftYon9UeOMPtw5EjPbE8RFQX078/rgwdzY9Zd7LNf7r6b62jb9s7tjcT1DIPZWQ0bssetrwzyPn3a7J38xhuu27jwBA0a8KD0l18YeDlzhq/vChU4E+nUKQ65BBgYCAy0dr2+onp1zggxDO+c9XOzs2dZwRETw7kz9uxIgDMC5swBIiNZxdmnj3sGi584wU1ogEEWd7InnMyZA5w8mbH7SkpiBSnA+Uply2bs/uTO/PxYybhtGzcP4+JY6VenDn+HPcH48UC7dsClS0CzZnwft2qocrt25jzGPn24wSju4cpWYXblyjGIk5Dg3fND5VZvvslWPiVLpn3YfUr8/c1qjc8/d89nvCcbORK4cIHBb09r5XQ9f/9rCb628eORY/du2H74ga95++zVZ58Ftm71vXbwHTrwXOfiRe9rc/f338Dhw2xB58r3/oyqUsU8fh00iMcrrjJ9Ot93GjXy7fP2TEpBFnFM7dos94+PZ9TXW0RHM0sV0MB7R1WtCqxdy4OwxET2rmzXjhu9nmToUH6gFy9uzhRwp+BgbgSXK8fN/HbtNITTamPHmkHWLVsYaPGFrPwXX+QmUZUqDDj4OpuNG+Rbt7K6Lm9e4L//mAlUvjwPimvWBO6/3+qV+pY33+QJ7OzZ1swrcZaEBP6uHDjAjZrJk29tG1qsGCunAgN5IvTWW65f108/MUBRv777+4ZXqsT3w4QEM9vQURMnAhs3sgLW3t9d3KNIEVYaT5zIFnAbNzLQ8vLLDCi626FDDK706MGqscREHjvOn89ZLFb63/9Y7Xj0KDdbM/smqzvExpqBZFe0CrueWob5nu3bgU8/5fXRozNebfHoo7yPDRtYVZdZHT5sztkdOdLz26g3aAA89BBshoGGr7yCgP79WZFUvToHl3/0Eas6fY2fn9mO/OOPvasjw/jxvOzRw3OrpOxee43nAIcOubZFslqF+TQFWcRx9s28sWNvbNXiySZN4gZcmTJA06ZWr8Z7hYfzJP6bb/hh+fvvzBr791+rV0aLF5tZHt98Y90A8IgIlivnzcvWNN26eV77jszir7/M96znn+dm/NGjzCD56y9r15YR//5rHrx++WXmqtwICGB13d69rOAJCzMzkt97T4O2na1cObPMf/hwa9eSES+9BPz5J39fZs3iZnRKGjc2P0def53tA1zJHtxw18D7m/Xrx8tvvnF8w/nKFfN3Y/hwtmYS97LZgAcfZB/6bt0Y2Bg5ksdo9tYUrnL6NCsKH3uMAYyiRRlcmTqV3x86lL/nQUGuXUdahIUBP/7IDcWpU3l+IK61eDHPwQoUYMsfV7K3X1m8mHMZxbvZh90nJLCNpzOqFHLlYmtngC2YMqvXX2cA9O67vaf64/33YWTNioC4OBhZsgAffsgAS82aVq/MtXr0YADg9Gngu++sXk3aREWZFYV9+li6lDQJC2P7VYBB3Q0bnP8Y//3HudZ+fuwSID5HOxDiuC5deKB84gQzPT2dYZgbJo895t0D0DyBzcYWI2vWcPPt2DEGrt55x9r2YZcvm61PBg5kWworFS/Ovp6hoczge/xxZUy62759PIixZ9F+8AH71t91Fw/+2rRhFrm3iYvj7xMADBjADPjMKGtWZh799x838T74AGjZ0upV+abXX2cg788/+cfb/PgjMwABzj+pVOn2t+/bF3jmGV5/+GHXnGwBrDjYvJmbz1b1Zu7WjSeXu3c7Pm/to48YvC5aNHNU1XmyPHkYPPjlFw6Z3b2bn3mDBrGq2xmio1k58+yzDOLkycPf33HjGPz292eF1LBh/Mz1tOB3nTpmtdWgQcxc9TVHjvD45+uvrV6J2Srs3ntd/3tQrBiPiQzDO85R5famTWPLoZAQs5rFGZ580rz/jLbK9Ebbtpmz4N5/33v2RvLnR+KUKdjXrh0SNm5k8lxAgNWrcr3AQLM99Icfekfi5s8/s5K2bFl+5nqDe+4xk1QGDOClM9kTT5o353GT+BwPOtIVrxMYaG7w2ctMPdmqVawmCAnx3KFb3qhSJbYP692bwZVXXuGmtVUHq6++yk31QoU8Z+BurVr8QPXz48BVK9qXZVbR0ez/eu4c2xx+/TVPIiIiGPSyVxc9+CA3gLwpAPbxx2yfkDu3ObAyM8ubl/8PL7xg9Up8V9GiZqvN4cO96/Wyfr05p2v4cCaKpMUHH/AzLSaG7yWumENnr2Lp0IHvTVYIDzfbFnzzTfp//vhxbtIArJzw9JYQmUWnTvycsCeffPEFh83Pn5/++7p6lRudr77Kli0REUD79hwgv2kTb1O5MvD009xQP3sWWLGCxzwNGjjrX+Rcw4YxEHTxonkc6ytOnuQmzs8/M+nI0eCpMxgG8OuvvO7qVmF2ahnmG6KjGcgFMjbsPiU1avD1Hx/vGYFIdxs2jO95XboAdetavZp0MVq1wpb+/ZnMmJk88gjPdw4d8o4KTHsQr08f7wniAQzmZs/OPS57ZYuzqFWYz1OQRTJmwABmXq5e7fk92u1VLN27p94eRBwTFsaWRd9/z4qNP/5gVuPHH3MwtbusWGFmOH31FXvCe4r27a8N68OrrzKjWlwrKYkDpLdtYybvL78AWbKY3w8J4YGOfcjdsGHszZ6QYM1602P/fs7IAJg9rvc0cZdhw/g+v2oVq/S8walT3Gy+epXzsd54I+0/GxDATTr7fK377uP9OEt8vFlJZ3UCiL1l2PTp3HROj9deYyVp3brWVeNIynLkYOBs0SJuSB0+DLRty+qss2dT/7nERB7fv/ceqwMjIlgd/PbbPN5KTARKlGDwcsoUbupv3sygy733Wj93JS0CAng8FhbG1lL2Sjdvd/Ysn7Pdu5ngYxh8f3HlIN/b2bSJv3ehoe6rMO/alZt6K1ZwBpd4p7feMofduyKJxl7N8uWX3nH87yjDYKXp4sU8Rx48mMFwf38l/3mTkBAz6DhypGcnBuzbx7bW9jam3iR/fv7/AkzMOnLEOfe7dSv/BAYCnTs75z7F4yjIIhmTJ4/Zz9STq1nOnTNL8+zVN+J8ffqwfVjFisz2fe45oGBBtmj65x/XZj1fvcohhvYTSU/sK/vEE2aZ76OPmpmf4hqvv84h3cHBDLAULHjrbfz8OAD3s894EPjllzzouXzZ/etNK8OA/9NPM7O+SRPvO3AV75YvHzBkCK8PH+7ZJ3gAgxjdunGDr3Rpcw5DemTPzs2IiAgOyB0wwHmfZwsXMgiUOzfQurVz7tNRdevy8zsmxsy0S4stW8z+4B9/7F3ZiplJ8+Z8rp55hs/RxImcTzZtGn+fDYNJCaNGce5Brlz8nRg2jAGaq1f5+u/Vi1W5+/ezTeNXXzGw5q1tL0qWNBN0hg/3/mOzixdZfbdlCzeKVq8GChfmhpf9GNTd7K3CWrW6MdnFlfLn5zESwN9x8T47djBoC/A43RUVkvffz8/fo0d5zuDNDIPzOpYvZ/Lj8OEMNlarxmrVQoXY2nvgQDPxr39/tnIS7/HYY0ye2LmTswU9lb1Ku2VL/u55mwEDWOkWHW2e92SUfT/ynnv4HIpPUpBFMs7ed3vaNGaaeKLx4znUrVo17+kH6a0qVGCgZdw4lmHHxbGctUkTnsy7qrrlzTd5sJEvn2dnIr73HjM84+OZRRoba/WKfNPUqcy2BdgC4E5l8IMHs6VGSAhbWjRrxo1PD5R/5Ur4zZ/PLJixY7WhKe73wgsMPGzZYp4weKrnn2eQPzycGyiOntSULs0KD39/bk7/73/OWZ/9JLRXL76mrWSzmdUs6WkZ9sILDLbdf7/ntoUSCgvjMdLy5TxeO32aAZL69bkpXakSNxPmzOFmfY4crAIbPZoBmGPHGKh89FHntu2xWt++bNcXF8fXojOr1dzp8mVW661dC0RGMjhWs6YZBB07loFdd3N3qzA7tQzzXoYBPPUUq0s6dODvtSsEB3MzFQA+/9w1j+FsFy7wXHvSJFbm9urF/Y2ICAa7GzZkW6l33+W5zaZNfG/w9wdKleIG75AhDJbbgy3iPbJl42sD4HPsia17k5LMVmFWV2k7ys+PSSQBAcDMmWaygKMMQ63CMgkFWSTjatQAGjXiQdC4cVav5laGwex0gFUs2pB0vSxZeMC6bh1P9AYM4HDqXbvM6paePZ1X3bJunTl/ZexYz26d5OfHTf/ISLbVsLd8EudZv54nFwA3/x56KG0/17kzh3nnzMnMz/r1gT17XLdOR0RHo7J98/Oll9jCSMTdIiLMth2vvea5wzfHjzerbO1Z+xnRvLl5fy+9lPF2aefPm5mzDz+csftylgcfZBvYdeuADRvufPsFC/gnMNBsrSCer149fla+9ho3EFatYruvLFmYdTpyJDfxzpxhJeiTTzIo46vH0DYbj83y5GEwadgwq1eUflevMiC2bBmDYwsX8jkDgBYtgEGDeP3RR7lJ6y7HjvFcwGZz3UZ5ajp35u/3hg08BxHvMX06j8mdPew+JQMHMgCxeDFf/55izx4GSd57j+c1jRrxPSoigkGVXr2AESMYbFmzhoFxmw0oUoSv+ccfZ1D9t9/4+x8Tw/ucN4//p48+mjkGxvuiwYPZfnHdOrZp9zRLlrBNY7Zs/FzyVpUrm23Fn3wyYy03161j9W9oKAPH4rMUZBHnsFezfPml52Xm//UXDyjCw83WZuI+NWsy+HbsGC9r1mSm4OTJrG4pV44zJRytbomL40FiYiKzMb3hgzxvXjPwN3Ik28+Ic5w8yTYnMTHM1ErvQPgGDZjhW7w4W2vUr89+3p5g6VL4d+yILGfPwihRwjs3gcR3DBnCFht79zKY4WnWrGFLBYCbEB07Oud+n3iCGxeGwWOKrVsdv6/p03nMVKkSK209QWQk584AzHK9ncREVgoBPPksWdK1axPnCg5mFvTGjQweLl7MwN/ChQwi1qqV/tZ63ixPHrPi45NPuMHrLextERctYlLT/PlA9eo33ub995nFfvSo81qfpIU9GF23Lo9/3SkykkFDwJqqyyNHGEj35VkfrnDpkjl3YuhQ1w83L1zYPEYYM8a1j5VWH38MlCnDdl/DhvE4a9kyVh8CrDy86y5W4b3/PjPtt25lxcrBg9x4/+ILtods1473ZXW1rDhPZKRZgfXuu9auJSX284Ju3RhU8GavvWbOs3vtNcfvx15Ree+9rCoWn6UgizhHp07stXjqlOf1vbVvZj/4IAMtYo3wcB4MrF17Y3XL7t3cpHG0umXkSFaEREZ6V8lzly7MQEpKYhntlStWr8j7xcYya/HIEfYXnjzZsQ2ismUZWKlVi8NjmzWzruetYXDjq1kzoHFj+C1diqSAACR+8YX7+pqLpCRrVvb7BrhR60ntdU6eZKAgNpYbJ6++6tz7/+wz9jW/dInZaI4mCVzfSsGTKgT69uXljz8yYJ2a777jpk5EBPDKK+5ZmzhfxYpsPXL33Qy8ZGbt2jGrHeDr8vx5a9eTFomJPMf59Vez5Wm9erfeLiyM7zl+fmxT6K7jGnuLFasyd+1tWSZPdm9bnT/+AKpU4Tlyly46zk+Pt99mMLBECffNEXrySV5OmMCKECv99puZwFC7Nitd33qLgcL164GoKCYv/vMPW3u++CKPeSpW1LlBZvLccwyc/fMPEwQ9xaVLTCICOK/X24WGMmAJ8Ph//fr030dSkhnoV6swn6cgizhHYCCzOwG++XhKb8jjx82TCHtGq1jv+uqWr75yvLplyxZz7sbo0cyq9iajRwMFCjDQ9PLLVq/GuxkGs8uXL2ebjDlzODPCUXnzMrjRrh03jzt3dm+vZsPgCfpdd3Ez9++/gcBAJPbrhz/HjIHRrJn71iKSmoEDmQF69ChbNXqCuDjOBjl6lJ8lEyZwU9GZAgN5AlmiBId/338/Hzc99u7l+5WfHwPunqR5c6BoUW40zZiR8m2io83g1WuveXabTpH0+OgjzmA6etQ8t/FUSUkMik6bxvelX34xh72npEEDc/N24EAzK95VLl9mdQ1gXZClY0cGD3fuZFKWqxkGf4fatDGDdHPmsH3T2bOuf3xvt3Mn//8A7im4K2jQpAnb612+bM5Ks8LWraySNQzuXaxaxeDoK6+wKqB6dSWNChUqZM47SW/nBleaOZOvo1KlfGdOX5s2DI4kJTFRODExfT+/bBmTQLNnZ6cN8WkKsojz9O/Pg9h16zyn/dG337JEu0EDZhOJZwkP5+/NnapbFi++NXCXkMA2YfHxPIHq3t2Sf0KGRESY7VhGjWJrO29w4YLntT4YNQr4/ntuWE6dyrL4jAoLY5B2wABzAOeLL/IAy1UMg72SGzQAWrUCli7lfIRBg4C9e5H0xRe44u52GyKpCQkBXn+d1997jxvvVnv6ab5usmVjm5Zs2VzzOLlyMWM8PJxZhE8+mb4EE/smTqtWbPvhSfz8zGoW+wyom33wASuGSpXy/I1okfQIC2MVl78/MGUKbPZBtZ7GMPi+88MPXOvUqdwIupM33mDG+6lT3MR1ZWLcokWsKCxe3JwP427ZswNt2/K6vV2Lq8TEsOrg+ed5rPjII0yYyZGDFdKNGrGVk6Ts+mH37dvzj7vYbObcojFjrEkYPXOGwchLlxj0GTXKs6pcxfO8+CKP2X77Ddi0yerVkKdWaWfUJ5/wvXzduvQnXto/e+67TxXDmYCCLOI8kZFmNqZ9MKyVEhNZJQEww108283VLbVqmdUtTZveWt3y8ccMzOTIwRJOb/0Qb9PG7Kn6yCMsAfdkf/3F6puSJc3sRKstXGj2bv7f/7hp6SwBAWw5+M47/PuHH/J9ztmzpwyDmY61a7N6ZuVKbmAPGcLZMJ9/zkGWIp6md29mfZ8+zaxTK33zDStqbDYOgnVGsPV2KlTgiZN9aHZaT7qSkoCJE3ndUwbe36xPH564//MP59pd78gRM9P4/fcZCBbxJXXqXOu97j94MLK4uuIjvQyDm2v297sJE8xZSncSEsLbBwQw49iVQaTrW4VZeZxub88yZYrrNs8PHWIQxR6gGz2aiVQtWjDwX6gQqzQaNHBPRY03mjGD5xbBwdYcTzz0EBMndu1y/0wmexXu/v2skv35Z81QkTsrXZpzewC2ULfawYNm0uhDD1m7FmfLl4/HvAAryw4fTtvPJSSY7dPUKixTUJBFnOupp3j5888ss7fSvHl888uViwct4h3s1S1r1jBTYODAW6tbunUzB4998gk3/b3Z//7HLL9Dhzig0FPt2MG2WTExXGvLlgxgWpm9vmcPq5iSkrgp+PTTzn8Mm41DJ+2bElOmAK1bO6dXe1ISTyqrV2dF1rp17P36/PM80fr0U/7Oi3iqgADgzTd5/cMPgXPnrFnHihVmFupbbzFY6Q5t2/LfDfD9Z+HCO//MkiXAgQOssunUyYWLy4DChc2sePswcLtXXuHnQKNGad/YFfE2w4YB9erBdvEiav3vf55VgfDGGzx2BJiY1LNn+n6+Rg2z3d+gQa45Z0tKMofe33uv8+8/Pdq3Z4XSgQPA6tXOv/8lS5gks349zzv/+INVRvbAUsWKbA9ZsSKTyRo3ZpW+mC5fNs+Bhg5loMHdwsPN9kvubhH85JNMaggPZ5Vsrlzue3zxbvaW49OmsRWtlewJRM2ase2sr+nXj4HyS5eAwYPT9jN//cVEtMhItuMVn6cgizhXtWqcIZCQYA6ct4r98R95hFlb4n1q1ODzePz4jdUt06ezkqB1a/Ng2JuFhwPjx/Nk7LvvzJNST3LqFDctL17kwYW9OuzLL4HKla1pdXbxIrMjL1wA6tfnWlyZKfnQQ8D8+WZ7oIy0fUhMZLCmShUGgTdtYjBx6FBuAnz4ITNmRLxBt278XY6K4uXrrzMQ6y7HjnGwcFwcL4cNc99jA6yk69OHm4rdujEL9nbsrcK6dvXsIbX9+vFy/Hi25gSADRvM9X/0kfdWkYrcSUAAMHEijKxZkXPXLgRUrgyMGGH9APMPP2SQBWC2v/11ml4vv8zj6gsXeB/OrvBYvZrHjtmz89zQSqGhTGQBnN8y7MsvuaF46hTPg9euZQX+zQoXZjCmcWN+VrZuzU1RobffZpVk8eLASy9Ztw57ssavv7ovsDp6NKthbTb+flrVWk+8U9WqPEdPSmIrV6sYxo2twnyRnx87rwQEsKW4ffbz7dg/c7p25c+Jz1OQRZzPHtUdN44Do60weTI3QwGzFZN4r6xZb61uuecetobxlQ2eu+4yM7j69/es4ZgxMTw53b+fbcJmzWKLtj//ZJbKwYPMzHjiCWZ2uENiIjM3d+5kC4aZM93T49Te9qFgQWD7dgZ3Nm5M+88nJLCVRMWKHGy5bRuz2V99lf+P770H5M7tsuWLuISfHzeaIiOZEf3mm9woad+e7WJcOcMpNpaBlePHgUqVzIC1O9ls/Pc3aGAGf1OrdLtyxWwb4Oknoe3bA3nyACdOsDrYMIDnnuPlAw+wpZKILytVCgn//ovTlSrBdvUqgxvly/M1bMXMhi++YJswAHj33bRn0qYkMJAbYsHBwO+/pz5/yVH2VmH33OMZbY/sbVqmTk3/0OKUxMXxfOTxx/kZ1707hxsXK5b6z0REsNrRnhTQo4dntNhOSUwMN2z792dV9d9/u65Sddcua4bdp6RcOZ7TJCW5J2F04ULz/O/DD835QSLpYa9mGT/eum4yy5ezkiZrVr7H+apKlYAXXuD1p566fUeP2FjuUQBqFZaJKMgiztexI7N1Tp/mgaw7GQZ7JfbsyeuPPspeleI77NUt8+Zxc92XvPMOT95PnPCcQcL2NlwrV/LkcO5cMwjQrBmwZYtZ1TJ2LKta/v7b9esaNoy/AyEhDPq4s+qjShW2JqpUiRu7jRvfuUVQfDwPfMuXZ0XMrl38/3zzTQZX3nwTyJnTLcsXcYn69ZmFap+jlZTE94uOHRmMfe0152eF2ltsrFzJ+VyzZvHkzgrBwTyRKlKE7S179EgxuGSbPZsnZMWLAw0bWrDQdAgMNANB33zDKsu//+a/9b33rF2biLtUqoTlb72FhMmT+fo+dIgVa02bune2xvjxZpb9sGHmplpGVKhgzpx79lkm0zjLr7/y0upWYXatWvFz4vhxJstkxIkTfP6/+opB9pEj+dkXGnrnnw0J4fnxoEH8DBsyhJUbSUkZW5MzzZ/PY9yXXuJ7/zPP8Jg/Vy6e47dvDwwfzkqcnTszFrQyDAYL4+OZje8Jvy9PPsnLr792bcLorl18L0lKYucN+3xJkfRq2JAJm/HxZsDS3caP5+X997M9oy979VW2NDxyxGy9mZLff2fyVcGC7IAhmYKCLOJ8AQHmScBnn7kv0ysxkY87dCj//swzPDgS8Rb2YaT+/jxxcXeQMiWvvsq1BAZyA7Fs2Ru/Hx7OzMpFi7iReuAAT8QGDXJdVcuPP5rl0N9/D9Ss6ZrHuR1724emTfnvbNfOPLi8Xlwc34fKlOEJ1N69PEl97z3+X736Kk/6RXxBcDCDC3/9xc2D559ndcuxY5yTUrw4szRnz3ZOdcu4cdwA8vNjOX7Jkhm/z4zIm5fZ26GhDLw+//wtN/H76SdeefhhrtvT9e3Ly3nzuBkIcPaML/baFkmNzQajSxfOphsxgsdr//zDeWqDBrm++njqVPO1OGQIWys5y9NPM1nk0iWz7WFG7dsHbN3K49l77sn4/TlDcDDnCgIZaxm2Zg3brC1fzlZoc+cyGJGeCkp/f7aIsge4PviAAe24OMfX5QxHjnCDtG1bPocFC/Lf1qkTP7/tt5k7l5VU3bszeSg8nJWN/ftzlsmSJdxYTIuZM/l5adWw+5S0b8+A6tmzrmvpdv48A0oXL3KDfOxY3+nOINawt8odN879HTGuXDFfK336uPexrZAlC1+zAN/L165N+Xb2z5ru3b3jmF+cwzCMTP8HQDYAxsWLFw0xxcXFGbNmzTLi4uLS/8NnzhhGSIhhAIaxdKnzF3ezy5cNo0MHPp7NZhiffOL6x/RyGXp+xbVee42/yzlzGsaxY+n+cac9t999x3UAhjF+/J1vHxVlGAMHmj9TvLhh/P13xtZws1WrDCM4mPc/bJhz79sRsbGG0auX+W9+4w3DSEoyjJgYwxgzxjAKFza/lyePYXz4oWFERzv8cHrd+jaffH6vXjWMKVMMo1kz87UAGEaBAobxyiuGsX+/Y/e7ZIlhBATwz9Xb1gAASL9JREFUvt5/36lLzrCZM81/51dfGYbB5/b3774zkvz8+PW9ey1eZDo0bmz+eyIjDePCBatX5HF88rUrhmGk8tweOGAYXbuar4ucOfmZHx/v/AXMmWO+1/Xvz2MMZ9u71zDCwvgYzjiH+vRT3lfTphm/L2dauJDrypXLMOLi0v+6/eEH8xi0fHnD2LUr42v6/nvD8PfnfbZqxWNpd4uPN4yPPzaMrFm5Dn9/w3j22VvXcuECP3s//5y/i3XqGEaWLDd+tl//p2hRnp+/+qph/PyzYezZYxiJieb9XbpkHie/9prT/1kZel9+912uq3Ztp6/LiI83jBYteP9FihjGyZPOfwwfp8/cFCQlGUaNGi57Pd3WTz/xcYsVu/E17iCveX579uS/u0aNWz//L10yjNBQfn/1amvWJ0518eJFA4ABIJtxu/jC7b6ZWf4oyJKyDL+59evHX7Fu3Zy7sJudPMmDPIAHvj//7NrH8xFe8+GVGcXFGUb16vydbts23SfUTnlu//zTPKl/5ZX0/ewff/CkwX6SNWhQhgIL1xw9ahj58/M+773XKQdxTpGYaBgvv2z+e9u14way/e/583PT4vLlDD+UXre+zeef3927DePFFw0jd27z9WGzGUabNobxyy9870uLw4cNI29e/nz37q7ZdMyot9/m+gICDGPxYiMuLs7Y2rs3v9aokdWrS58ffjCfrzFjrF6NR/L5124mdtvn9u+/DaNyZfP1Ubmyc5NLFi40jKAg3nevXoaRkOC8+77Z2LF8nJAQw9ixI2P31bw57+vjj52zNmeJjzc/f+bPT/vrNj7eMJ5+2nyeO3QwDGfuG8ybZ27G1ahhGCdOOO++72T5csOoWtX8t9WvbxgbN6b95xMSGGyaNs0whg83jPbtb0wwuvlP1qx8jIEDDeP++82N2StXnP5Py9D78qlT5mtv1SrnLuypp3i/YWHp+7+Wa/SZm4rp0/m7lSOHewO2rVrxcV9/3Sl35zXP74kT/L9O6fNu8mR+vWRJzzxPkXRLa5BFNUviOk89xcsZM1ha7Ap79rAP/OrVnGfw55++PWhLMofAQLYNCwpii5bvvnPv4+/YwddRQgJb/7z5Zvp+vkULtokYOJB/HzOGc0wWL3Z8TTExbFdw/DiHxv/4o+eU3fr5sW3CF1/w+ty5bI9UqBDbJuzbx3YcaenVLeLLSpfm3LQjR9hWoHlzbrv8/jtw331sQfXKK2yll5qrV9ny5eRJvq98+61nttgYNsycy9KlC7BvHwrb51U9/LC1a0uv++8HqlZlv+/+/a1ejYjnaNIEWL+en/UREZxT17Qp5yxkdAbVkiWcaRUXx/e88ePZZspVBg7k3JKrV/ke5WhLxwsX2EoNADp0cNrynCIgAOjaldfT2jLs7FmgdWsOfwc4X+yXX4Bs2Zy3rnvu4TFy7tz8fWrQgOe4rnTuHDBgAB9r0yaeR3/9NefVVK2a9vvx92dL3K5d2cbu1185t+jsWc7w+uwzzkitWZMtwS5d4lzDceOAn3/mfXz6qbXD7lOSOzdb/AA8j3GWcePYXgjguUx6/q9F7uS++9ja+8IFzrB1hyNHgD/+4HVvO77NqLx5zRbmr77K9z47+2dMjx6eeZ4iLuMhO1Tik6pU4clHYqLZs9CZVqxggGXfPvaJXb7c84fIiqRVpUpmz+2nn779pqMznTrF+SIXLvDE6/vvHTswCA/nwd3ChZxfsn8/Nx6eegq4fDl992UYPBFcs4YngbNnO/fk1lkef5zzGFq35knU3r3s1R4SYvXKRDxLUBA3ZBYt4kbSSy8BefIwiPrOOxwm2aYNe7XHx5s/ZxjAY4+Z7wWzZnnucE2bjQHyWrWAs2cR0KIFsh06BCM42Nzk8xahocDGjdw4DQy0ejUinsU+i3LPHuCJJ5hsMX06UK4c8MYb7FWfXqtX81gsJoYb8JMn83FcyWZj0Dp7dr7Hvv++Y/fz++8M0JQvb/2crJT06MHLX36581DzzZv5Hv7XX/ysmTGDz6krknxq1waWLeM57b59PKdds8b5j2MYDNiVLWvOLn3kEQ6w79fPef+2nDm5DzB4MH+v1q5lgGXbNmDSJH7ut20LDB/uecE4uyef5OWUKcDp0xm/v8WLzft85x0mj4k4k7+/OZ/4pZc492fBAufM2krNjz/yfeWuu3j8ntn07cuh9pcv8/VtGNxHmT+f37d/5kimoSCLuNbgwbwcN44nCs4yaxaHa589y4PfFStuHcgt4u2efZYnWZcu8QTIlQdIAE82O3ViQKRECb7OMhogaNmSVS327OfPP2cA1p7lmBb/+x8P4Pz9uXHhiSftdu3acYNhwABm7InI7ZUqBYwcCRw+zNd3y5Y8QVmwgBUgRYpwE2b/fr5//PADN4GmTTMH8XqqLFkYFC5QALbkil6jQwcgRw5r1yUizpcrFzPeN2wA7r6bx1QjRjDY8PPPfF9Li82bGWSOjuYm9YwZDEy7Q6FCZpb9G28wuJpev/7KS0/dOG/YkP/OqCjYFixI/XbTpzOZ78ABHhOvXMmKIlcqXZrntDVqcFO/SRNzo84Ztm3j7+YjjwBnzrAy/N9/mRCQO7fzHic1AQFAhQrAAw/wc3/uXCaUeWqWd506DH7FxTFQlBH//Wd2CXjgAeDll52zRpGb9erFjX3DAH77jZ8n5csDo0YBFy8697HsQVsA6N3bufftLfz8uNcZGMjPv1mzGMSPi2PSbKVKVq9Q3ExBFnGtDh3Y/uPs2bSXZd/J55/zIPfqVW5oLl7MUj0RX+PvzwOX0FD+nttPfF0hKQno04cndxERbFPmrBOubNmAr77ipmnhwszQs2e33amqZd48ZuIAbDnQrJlz1iQiniUoiG2pFi5kFdjLL/Oz/cQJtuMrUYJVfQADr82bW7rcNCtQAJg1C0ZywDrpoYcsXpCIuFSVKmyTNHUqj3kOHWL1WrNmbCd2Ozt3suXq+fNAvXqsjnV3G6UHH2TLmfh4tn6JjU37z8bH87gN8Nwgi5/ftTZQftOm3fr9pCQG9rt1YxVSy5asKHHXRlnevDzmb9mSj3/vveYmpqMuX+axdLVqbEMXGspKpQ0bgMaNnbBoHzZoEC/HjmV3DkdERfF5PHeOQRtPbXMqviEwkNWPu3YBQ4bwPHz3bl4vWJAVl9u2OeexVq/m44SGel+VtjNVqAC8+CKvP/mkGZRVFUumpCCLuJa/v1kWO2pU2rO4UpKUBLzwAtsN2dsHeXKrEBFnKFWKG4oAy3937nTN47z6KjcEAgPZoscVlWGtWt1Y1TJ6NHsR//tvyrffsYPZXvbX+xNPOH9NIuJ5SpZkYOXwYWaAt2rFryclMUPPHmzxFrVrI3HBAmwYNAhG69ZWr0ZEXM1m4yb9zp3A66+zKnjxYm5yP/kkN1tvtm8fg8enTwPVq7OCITzc3Svn2r/8kok2W7awoiWtli1jm5TISKBuXZctMcOSN75sc+fC//qWYRcvMjj07rv8+3PPMWiUM6d71xcezgz0Bx/kxv4jj3BNjpxHz57NDcAPPmAVRceOwPbt3BBU+8c7696dVWqHDvE5Sa/ERJ7L7NhxLenC4+bPiG8qU4bzjo4eZZCwYkUGXMeOZdC4eXNWXDg6fwswA8CdO1vzeeVJhg/nvs2xY/wsBMy5TpKpKMgirte3r9nPe+lSx+7j6lWgZ09zs/mdd3gC4Or+xCKe4LHHmNF29SpLcTNyMJSS7783Tyi//ppVJq5ir2r5/Xe2a/jvPz7ekCE3VrWcP88T3agoZtmNHq2sL5HMJjCQ7TUWLOB7xc8/s62JF74XGPXr41DLll65dhFxUGgoW4bt2MFKvaQkthQrXfrGzPgjR7jhdewYN8QXLrS2rWCePObQ5PffZ5VzWsyZw8v27Zlo56lq1gRKloTtyhXks8892bWLgaG5cxkU+/FHnndada4ZFMT2mPbs6OHDmWiY1mqKgwd5HN2pEwMERYvy+Zk1i9clbUJCOKsGYDeN9Bo6lIG6kJBr7UNF3CprVu4lbNnC+VKdO7Oiz369RAngvffSP3fo6lWzU02fPk5fttfJkuXGOdS1azPoIpmOgiziehERgL09xqhR6f/5c+c4SHrqVB7oTpgADBumjQrJPOwDlLNnZ1muo8NIU/LXX6wSAYBXXnFfP9XWrVnV0q8fM/NGjWJVy5IlDCJ1786WQUWLurcfuYh4phIlGHDRe4GIeJtixTjj46+/mEF87hyrc2vUYCZx8+ac/VGqFLBoEStBrNa5MyspkpJ4bHjlyu1vbxhmkMVTW4XZ2WzXqlkKLlkC27x5nL+xaxcTgJYuZdWk1fz8eMz/2Wdc85gxPD6+vvrmZnFx/Jny5TkfICCArcK2bWPLKkm/xx7jc7FoUfo6CowfbyaIjh/PObIiVrHZgKZNeV69fz/30yIjWTU+bBjf+3r3BtauTdv9zZnDysXChXm/wnaf9oBT376WLkWsoyCLuMdTT/Hyl1+YTZNWBw8CjRqxnVC2bMx+Vz9zyYycMYz0Zjt3mkMYe/QA3nwz4/eZHtmzs3Lm+qqWu+8GGjQA/viDGaCzZ7tnGKeIiIiIKzVtyjkYo0czCW3zZgYzdu8GihQB/vwTyJ/f6lWaRo1iD/89e+48qHvnTh7HBQWx+trTJQdZ8q5dC//77mPldKNG3GCsWdPixd1k8GBmjAcFcYO0dWtWfN/s33/Zam7oUCAmBrjrLp4vjByp9toZUayYGaD64ou0/cyyZcDAgbz+2mtqGySepUgRdoY5fJgVc7VqMUA7YQIrMOrVYzXf7WZy/fADLx9+mEFIoW++4eeIPYlVMh29GsQ9KlZkllZiYtoPTtav5xv8jh08wF+61HsG3Yq4woMPsuzfkWGkNzt9GmjblhkoDRqwZZhV1WH2qpa+fZkJaW/dMGECq1tEREREfEFAAOey7N4NPP44N6fy52eApUgRq1d3o4gIc4DvqFGsxEmNvYqleXO2p/F0lSrBqFABfklJsBkGn4s//+TgeU/UrRuTkrJlYzClcWO2mQN4TN+nDxOVtm9ndvoPP3AOUMWKVq7adwwaxMvx44Ho6Nvf9uBBBk/j4pjM9vrrLl+eiENCQrinsGYNsGoV9xqCgnj9oYdYpfLKK+Z7jd3x43w/AvjzYvL3Z6BeXXcyLQVZxH0GD+bl11/fueT899+ZfXPiBFC5MrByJS9FMjObDRg3zhxGOmKEY/dz9SoHX+7fzxY8s2bxIMtK2bMz82P+fAZ9Pv+cJyYiIiIiviYykolnBw8yocxTe7e3bm1m5D/yCCs+UvLrr7z0opZUiS+8gJhcuZDwxRd8Ljy9HWXTpmyrmz8/23/Vr8/WYGXLmlnlAwaw7dnDD2uTz5maN+f/c3Q0M/xTc+kSz7FOnQKqVePzoix/8QZ16gATJ7LrzNtvM8n59GlWvBQrBnTtCvzzDxMif/qJrSQbNADKlLF65SIeRe/44j7t2gHFi7MP8aRJqd/u2285MPHyZR7QLFnCVkIicuMw0g8+SPswUrukJGa7rVjBoapz53pWO642bVhib88YExEREfFVhQox0cSTffghz+EOHQKeffbW758+DSxfzuteFGQxevXCwm+/hWEfbO4NqlThMXy5cswuHzqUrcOqVuXXx40Dcua0epW+x8+Pc5QAJoIZxq23SUpicGvTJlZEzZ6tNm3iffLmBYYP55ywn39mhVxiIq83acL3IPucZXfNchXxIgqyiPv4+7M8HuAb880HJ4bBctp+/fhG/tBDwLx5nn/iIeJuNw8jvXw57T/72mvA1KlAYCBnJJUr57p1ioiIiIh3Cw9nmySbjclwc+fe+P25c3keV6OGEuPcoWhRttFu0oTnyZ98whkA9epZvTLf1rs3gybbt7MV281ee43nVkFBvPS09n8i6REQwK4SixdzftjAgZyXunUrZ7mEhLCNoYjcQEEWca9HH+Wb85YtLDe0i4/n9+yDt4cPZ3mtp5dti1hl9GhzGOnQoWn7mfHjWfILsG1fkyauWp2IiIiI+Iq77gKeeYbX+/UDzp41v+eFrcK8Xq5cnJFz9izw9NPcEBXXyp7dnD8xZsyN35s06cZzrPr13bs2EVeqXJmdNI4eZVC3bl3u2+XIYfXKRDyOgiziXjlymGWF9jLDqCi2Ehs/ntUu48axD6T6yIqkLkcO4LvveP3zzzms83b+/hvo35/Xhw9Xea+IiIiIpN3bbwPly3Nmpr07wdWrwIIFvN6hg3Vry4xsNp47i/vY2xnPmmUOA1+9msmiAPDiixoELr4rRw4GdVeuBF54werViHgkBVnE/ewH5bNns3/vXXcBf/zBCpc5cziwT0TurFUr4LHHeP2RR4CLF1O+3c6dbDGWkAD06GFWjImIiIiIpEWWLOw04O8PTJkCTJvGJJ7Ll1ldXb261SsUca2KFdkJIDGRiaFHjwKdOgGxsZwp++67Vq9QREQs5MlBlqoAFgKIAhALYDeAHincrjeArQBiAKwFoNpMT1ehAtCyJedJNG7M4XB58rB9WNu2Vq9OxLt8+CFQogR7o9rbOFzv9GlWil24ADRoAHz/PYc3ioiIiIikR+3awLBhvP7448A33/D6vfeqC4FkDvZqlq++YoDl+HEGX376SZVFIiKZnKfutFUDsBxASwDbASwFUBLAZABdrrvd8wDGA8gKYCyAJACLAJR231LFIYMH8zIpCShbliWHtWpZuyYRb5Q1qzmM9Pvvzb7YAFs4dOoE7NvHQMysWRxSJyIiIiLiiFdeYdXKuXPAzJn8mlqFSWbRsSMrt06dAtau5XycOXOAbNmsXpmIiFjMU4MsYwAYAFoAqAegOYA2yd97LfmyGIB3APwHoDqAZwE0BLAHwGduXKs4om1boGtXHqQsWwYUL271ikS8V+PGwHPP8Xr//sCZM0BSEvz79WNLvhw5gLlzgdy5LV2miIiIiHi5oCC2DQsK4t/DwoCmTa1dk4i7BAaa7ZoDAoAZM5jMJiIimV6A1QtIQTkAdQC8AOD6Sc5/ANgGoAoAfwAPAwgC8CaA88m3iQfwEVjdkgvAWbesWNLPz499fEXEOd56C5g3D9i+Hf5PPoly/v7wmz6dB/8zZwLlylm9QhERERHxBZUrA2+/zUHfnTqpUloyl8GDgf372Sbv7rutXo2IiHgITwyy7ATbfyWl8L1AAAnJ1xuA1S6/3XSbv8AKncYAZrlmiSIiHiYkBJgwAahXD34zZ6Ks/etff63sQhERERFxruefBxo14jwKkcwkWzbg22+tXoWIiHgYT20XFgtWpVyvOIAyANYASASQF8BRAOduut3R5J9XzaaIZC41a7JPdrLEoUOBPn2sW4+IiIiI+CabDahfX7MoREREROCZlSypeSn5cmzyZTYAp1O57UUABVK7I5vNFgwg+LovhQNAfHw84uNvju1kXvb/C/2f+CY9vz7qhReAU6ew9/x5FB0+HIF6fn2KXre+Tc+v79Jz69v0/PouPbe+S8+tb9Pz67v03Po2Pb/iidL6+2gzDMPFS3GK2gBWANgKoCZYybILwBlw2P3NDgP4FcATKd2ZzWYbAeD1m78+adIkhIaGOmfFIiIiIiIiIiIiIiLila5cuYKePXsCQHbDMKJSu503BFmyAFgHoDSAesnXAWA9OJOlZgo/cwKc1dIvpTtMpZLlyJkzZ5BN5c7XxMfH448//kDLli0RGBho9XLEyfT8+i49t75Lz61v0/Pru/Tc+jY9v75Lz63v0nPr2/T8+i49t75Nz694oqioKERGRgJ3CLJ4Q7uwUQDKAxgGM8ACAMcA1E/h9v4AcgK4kNodGoYRC85tAQDYbDYAQGBgoF7EKdD/i2/T8+u79Nz6Lj23vk3Pr+/Sc+vb9Pz6Lj23vkvPrW/T8+u79Nz6Nj2/4knS+rvoqYPv7XqD1SgLALx/0/c2gcGUYjd9vTqAQAAnXb04ERERERERERERERHJvDw5yNIQwDgAhwD0ApB00/fnJl/e3BLsgeTLf123NBERERERERERERERyew8NchSEQyiGADuA3A2hdssB7AWwPPJtwGATuCw+90AVrt8lSIiIiIiIiIiIiIikml56kyWzwFkB7AGQOfkP9f7FsB+sMLlLwAzAcQAyALgCoBHwACNiIiIiIiIiIiIiIiIS3hqkKVh8mXt5D83WwQGWXYDqAJgGIC6AA4AeBPAHtcvUUREREREREREREREMjNPDbIEpeO258CWYSIiIiIiIiIiIiIiIm7jqTNZREREREREREREREREPJqCLCIiIiIiIiIiIiIiIg5QkEVERERERERERERERMQBCrKIiIiIiIiIiIiIiIg4QEEWERERERERERERERERByjIIiIiIiIiIiIiIiIi4gAFWURERERERERERERERBygIIuIiIiIiIiIiIiIiIgDFGQRERERERERERERERFxgIIsIiIiIiIiIiIiIiIiDlCQRURERERERERERERExAEKsoiIiIiIiIiIiIiIiDhAQRYREREREREREREREREHKMgiIiIiIiIiIiIiIiLiAAVZREREREREREREREREHKAgi4iIiIiIiIiIiIiIiAPcHWRpBqCUmx9TRERERERERERERETE6dIbZAkBMBhA2eS/ZwHwJoCINP58YwA7AeRJ5+OKiIiIiIiIiIiIiIh4lPQGWQIBfAKg2nVfGw4gNI0/HwkgBsCpdD6uiIiIiIiIiIiIiIiIR0lvkOUqABuA2OS/xyb/Pe6m2xUC8HAKP18UwPZ0PqaIiIiIiIiIiIiIiIjHCUjn7eOTL8MAvAQGXQwAfQBcSb6/EACzAIwH0AHAIwCik3+uIoB5GViviIiIiIiIiIiIiIiIR0hvkMUuO4D3rvv7+9ddN8AgSzyAdgCWAmgNIAlA8eS/i4iIiIiIiIiIiIiIeLX0tguzOwZWpZRK/nsNMIDS8rrbnANwF4AIAIsBDACQAGCBg48pIiIiIiIiIiIiIiLiMdJbyZIl+TIOwI7rvn4IDKqEXPc1A8AaAA3B6pU3AMwHcMGRhYqIiIiIiIiIiIiIiHiStFay5AUwFsBxMHiSFrbky8MA/kz+++p0rU5ERERERERERERERMRDpTXIEgS2+zqdjvu2B2PeBdAHwB4AD6Tj50VERERERERERERERDxWWtuFHQZQH6xESQKDLiMBXE3+/gsAYgBEJv/dAFuH/QrgHgDPAlgOYCWA6gA2OGHtIiIiIiIiIiIiIiIilknPTJbrW30FAXjxur+/dN11A6yQyQGgEoCWAP5O/t5BAJ2gIIuIiIiIiIiIiIiIiHi59A6+t7sMIB+AOHDgfQkA5wH4A8gCIALARQAVwAoXu0UAGji6WBEREREREREREREREU+R1pksNzMAnIIZQIkFgyrnABwFEAxWu8Tc9HPrANRw8DFFREREREREREREREQ8hqNBFrssAM6CAZXrHQHntNxsO1jlUjyDjysiIiIiIiIiIiIiImIpR9uF3Q0gG4AkAI8DqAagPIArYNuwcwDGpvBzpwFMAHDGwccVERERERERERERERHxCI4GWa6vUjEA2K67bhcP4BCAtQAWA/gdwA4AfRx8TBEREREREREREREREY/hSJClFYCrABKu+5ofOIclBEA4gEgABQGUBdAcQA+w6mURgI8BLHR8ySIiIiIiIiIiIiIiItZzJMiyyIGfqQG2FXsQwGwHfl5ERERERERERERERMSjZHTwfVqtB9AfQDEA37rpMUVERERERERERERERFzGXUEWu24ADrv5MUVERERERERERERERJzO0cH3t5MNQHlw8H0COIslKfl7ucG5LSIiIiIiIiIiIiIiIl4tvUGWu+7w/X8B1Ebqg+1tAE6l8zFFREREREREREREREQ8TnqDLIsBGGCwxLju6zawWiXgur8PxK0BlZYAOqd7lSIiIiIiIiIiIiIiIh7GkXZhkwCMAbAcwLsAfgXQHsCw625jAPgdt85fiYSCLCIiIiIiIiIiIiIi4gMcCbIcB7Ay+fo+AKsAlLvpNjYAEwDE3PT1Qg48noiIiIiIiIiIiIiIiMdxxeB7u5QG3Ae58PFERERERERERERERETcxlVBFgNAdwCHbvp6XwBvuegxRURERERERERERERE3MZVQRYbgAYASt309fIuejwRERERERERERERERG3cmW7sEmpfP2ECx9TRERERERERERERETELfwc+Bkjles336YigPDr/mQD8JQDjyciIiIiIiIiIiIiIuJxHAmyDACwL/n6+8nXP0zhdpcAXL7uzyUAVx14PBEREREREREREREREY+T3nZhC8GASTyAFQCSAPgn30/odbezATiQyn2cTOdjioiIiIiIiIiIiIiIeJz0BlnapOE2xwB8DQZiEsBAjJH8pzKA2ul8TBEREREREREREREREY/jyOD7RwDEAJiSyvd3ABiYyveGAGjswGOKiIiIiIiIiIiIiIh4lPTOZKkMYAyAVtd9LRAMuHRJ/nsuAFsBfAqgCW4M5KwFMNKBdYqIiIiIiIiIiIiIiHiU9FSyhAKYCmAPzEoVG4DJADoDWJn8tboADgLoDWAwgCgAfwCYD2AegGUZXrWIiIiIiIiIiIiIiIjF0lPJkg9AMICHwXkrAPAWGGAZDlauAAyktAOQG0BrMDDTAsA3AI4A+AdAlgyuW0RERERERERERERExFLpCbLsA1ABwKbrvhYPDrl/L4XbJ4AVLAPBAE1vANsBLAFnuoiIiIiIiIiIiIiIiHit9A6+j73p72+k4+cmJv8JSudjioiIiIiIiIiIiIiIeJz0Dr53hjgLHlNERERERERERERERMSprAiyiIiIiIiIiIiIiIiIeD0FWURERERERERERERERBygIIuIiIiIiIiIiIiIiIgDFGQRERERERERERERERFxgIIsIiIiIiIiIiIiIiIiDlCQRURERERERERERERExAEKsoiIiIiIiIiIiIiIiDhAQRYREREREREREREREREHKMgiIiIiIiIiIiIiIiLiAAVZREREREREREREREREHKAgi4iIiIiIiIiIiIiIiAMUZBEREREREREREREREXGAgiwiIiIiIiIiIiIiIiIO8IYgS1MACQCKpfC9wQCMVP6kdHsRERERERERERERERGnCLB6AXdQBMBUAP6pfL8GgHMAxqbwvQsuWpOIiIiIiIiIiIiIiIhHB1kqApgHIPdtblMTwBoAr7hlRSIiIiIiIiIiIiIiIsk8tV1YIQDLAEQB+CqV22QBUA7ARjetSURERERERERERERE5BpPDbJEglUsjQAcT+U2VcFKnDXuWpSIiIiIiIiIiIiIiIidpwZZtgDoCeDibW5TM/myN4CjAGIAbALwBDz33yUiIiIiIiIiIiIiIj7CU2eyJKbhNrWSL+sCmA3gKoB7AYwBUArAs6n9oM1mCwYQfN2XwgEgPj4e8fHxjqzXJ9n/L/R/4pv0/PouPbe+S8+tb9Pz67v03Po2Pb++S8+t79Jz69v0/PouPbe+Tc+veKK0/j7aDMNw8VIybASA1wEUB3Dguq+PAlAAQB8Al5K/FgpgMYBqAIoAOJHSHdpsNvt93mDSpEkIDQ11wpJFRERERERERERERMRbXblyBT179gSA7IZhRKV2O28OsqTmXgBzADwJVrXcIpVKliNnzpxBtmzZMrJWnxIfH48//vgDLVu2RGBgoNXLESfT8+u79Nz6Lj23vk3Pr+/Sc+vb9Pz6Lj23vkvPrW/T8+u79Nz6Nj2/4omioqIQGRkJ3CHI4qntwjJid/JlydRuYBhGLIBY+99tNhsAIDAwUC/iFOj/xbfp+fVdem59l55b36bn13fpufVten59l55b36Xn1rfp+fVdem59m55f8SRp/V305gHxkUiepXKTnMmXIW5ci4iIiIiIiIiIiIiIZDLeGmQpB+AkgN4pfO+e5Mvt7luOiIiIiIiIiIiIiIhkNt4aZNkN4DCAlwDkv+7rDQA8C+AqgJ8tWJeIiIiIiIiIiIiIiGQS3jqTJQnACwCmAtgBYA2AUAD1ABgA+gE4YdnqRERERERERERERETE53lrJQsATAfQFsBOAI0AlAYwC0BDAOMtW5WIiIiIiIiIiIiIiGQK3lDJMiL5T0p+T/4jIiIiIiIiIiIiIiLiVt5cySIiIiIiIiIiIiIiImIZBVlEREREREREREREREQcoCCLiIiIiIiIiIiIiIiIAxRkERERERERERERERERcYCCLCIiIiIiIiIiIiIiIg5QkEVERERERERERERERMQBCrKIiIiIiIiIiIiIiIg4QEEWERERERERERERERERByjIIiIiIiIiIiIiIiIi4gAFWURERERERERERERERBygIIuIiIiIiIiIiIiIiIgDFGQRERERERERERERERFxgIIsIiIiIiIiIiIiIiIiDlCQRURERERERERERERExAEKsoiIiIiIiIiIiIiIiDhAQRYREREREREREREREREHKMgiIiIiIiIiIiIiIiLiAAVZREREREREREREREREHKAgi4iIiIiIiIiIiIiIiAMUZBEREREREREREREREXGAgiwiIiIiIiIiIiIiIiIOUJBFRERERERERERERETEAQqyiIiIiIiIiIiIiIiIOEBBFhEREREREREREREREQcoyCIiIiIiIiIiIiIiIuIABVlEREREREREREREREQcoCCLiIiIiIiIiIiIiIiIAxRkERERERERERERERERcYCCLCIiIiIiIiIiIiIiIg5QkEVERERERERERERERMQBCrKIiIiIiIiIiIiIiIg4QEEWERERERERERERERERByjIIiIiIiIiIvL/9u4+3vaqrhP45wCXe7nGVREVyehiD2imBIhpiKENNtODL63RDGdK02yszCxspqzhZqajpSlmmZnDaJFN6fgKUQtFfE58rnyAUkFFLRDhIlzgAGv++P326242e5977rrn7Ie13+/Xa71+Z/+e9rr7c9a55+zvXr8fAABUUGQBAAAAAACooMgCAAAAAABQQZEFAAAAAACggiILAAAAAABABUUWAAAAAACACoosAAAAAAAAFRRZAAAAAAAAKiiyAAAAAAAAVFBkAQAAAAAAqKDIAgAAAAAAUEGRBQAAAAAAoIIiCwAAAAAAQAVFFgAAAAAAgAqKLAAAAAAAABUUWQAAAAAAACoosgAAAAAAAFRQZAEAAAAAAKigyAIAAAAAAFBBkQUAAAAAAKCCIgsAAAAAAEAFRRYAAAAAAIAKiiwAAAAAAAAVFFkAAAAAAAAqKLIAAAAAAABUUGQBAAAAAACooMgCAAAAAABQQZEFAAAAAACggiILAAAAAABABUUWAAAAAACACoosAAAAAAAAFRRZAAAAAAAAKiiyAAAAAAAAVFBkAQAAAAAAqKDIAgAAAAAAUEGRBQAAAAAAoIIiCwAAAAAAQAVFFgAAAAAAgAqLUGR5RJJbkuycsP2nk/xzkj1JPpzkodPpFgAAAAAAsMzmvchyTJK/SnLwhO1nJjknyTcl+eMktyV5e5LvmEbnAAAAAACA5XXIrDuwhvsneUuSu0/YvjPJ7yb5bJKTk3w9yZYkH0rysiQ/tPldBAAAAAAAltW8zmS5d5L3Jdmd5FUT9vmpJIcmeW66AkuSrCZ5cZIfTHK3Te4jAAAAAACwxOa1yHJkulksD0vylQn7fF+SkuTNI+svTPfvOnXTegcAAAAAACy9eb1c2D8lOWMf+9wzyRVJrh5Zf0WSm5LcZxP6BQAAAAAAkGR+iyy3rmOfHUmunLDt2iRHTzpwZWVla5KtQ6sOT5LV1dWsrq6ut4/NG7wWXpM2ybddsm2XbNsm33bJtm3ybZds2yXbtsm3XbJtm3yZR+v9flwppWxyVw7YriRnJTk2yWVD6y9JclWSU8Yc88Uk5yX5+XEnXFlZGZzzds4999xs3779gDoLAAAAAAAsthtuuCFnnHFGkty5lLJ70n7zOpNlPa5Psm3Cti1JDl3j2BckecnQ48OTfOlRj3pUduzYsUHdW3yrq6u54IILcvrpp2fLli2z7g4bTL7tkm27ZNs2+bZLtm2Tb7tk2y7Ztk2+7ZJt2+TLPNq9e2Jd5XYWucjy5SQPHbP+4CRHJLlm0oGllJvS3bclSbKyspIk2bJli0E8htelbfJtl2zbJdu2ybddsm2bfNsl23bJtm3ybZds2yZf5sl6vxcP2uR+bKZPpCum7BxZf0K6mSz/Nu0OAQAAAAAAy2ORiyzn98unjqz/yX757in2BQAAAAAAWDKLXGR5f5IPJzkzyWP7dY9Jd7P7S5NcPJtuAQAAAAAAy2CR78mSJE9McmGSNybZk+SwJDckeXKSMsN+AQAAAAAAjVvkmSxJN2PlgUlenOQjSf48yfekm+UCAAAAAACwaRZhJsuuvk1ydbpLhgEAAAAAAEzNos9kAQAAAAAAmAlFFgAAAAAAgAqKLAAAAAAAABUUWQAAAAAAACoosgAAAAAAAFRQZAEAAAAAAKigyAIAAAAAAFBBkQUAAAAAAKCCIgsAAAAAAEAFRRYAAAAAAIAKiiwAAAAAAAAVFFkAAAAAAAAqKLIAAAAAAABUUGQBAAAAAACooMgCAAAAAABQQZEFAAAAAACggiILAAAAAABABUUWAAAAAACACoosAAAAAAAAFRRZAAAAAAAAKiiyAAAAAAAAVFBkAQAAAAAAqKDIAgAAAAAAUEGRBQAAAAAAoIIiCwAAAAAAQAVFFgAAAAAAgAqKLAAAAAAAABUUWQAAAAAAACoosgAAAAAAAFRQZAEAAAAAAKigyAIAAAAAAFBBkQUAAAAAAKCCIgsAAAAAAEAFRRYAAAAAAIAKiiwAAAAAAAAVFFkAAAAAAAAqKLIAAAAAAABUUGQBAAAAAACooMgCAAAAAABQQZEFAAAAAACggiILAAAAAABABUUWAAAAAACACoosAAAAAAAAFRRZAAAAAAAAKiiyAAAAAAAAVFBkAQAAAAAAqKDIAgAAAAAAUEGRBQAAAAAAoIIiCwAAAAAAQAVFFgAAAAAAgAqKLAAAAAAAABUUWQAAAAAAACoosgAAAAAAAFRQZAEAAAAAAKigyAIAAAAAAFBBkQUAAAAAAKCCIgsAAAAAAEAFRRYAAAAAAIAKiiwAAAAAAAAVFFkAAAAAAAAqKLIAAAAAAABUUGQBAAAAAACooMgCAAAAAABQQZEFAAAAAACggiILAAAAAABABUUWAAAAAACACoosAAAAAAAAFRRZAAAAAAAAKiiyAAAAAAAAVFBkAQAAAAAAqKDIAgAAAAAAUKGFIstHk5Qx7aIZ9gkAAAAAAGjcIbPuwAE6NMn9k7wzyftHtn1++t0BAAAAAACWxaIXWR6QrtDyqiSvn3FfAAAAAACAJbLolws7sV9+fJadAAAAAAAAls+iF1lOSrI7yaWz7ggAAAAAALBcFv1yYScl+UaSd/Rf35rkvUl2JfnIpINWVla2Jtk6tOrwJFldXc3q6upm9XXhDF4Lr0mb5Nsu2bZLtm2Tb7tk2zb5tku27ZJt2+TbLtm2Tb7Mo/V+P66UUja5K5vm0CTX9csPprvx/VFJfrzf/rAkHxp34MrKyq4kZ42uP/fcc7N9+/bN6CsAAAAAALAgbrjhhpxxxhlJcudSyu5J+y1ykeWYJOckeVOSs4fWPzTJu5O8Ncmjxx04YSbLl6666qrs2LFjM/q6kFZXV3PBBRfk9NNPz5YtW2bdHTaYfNsl23bJtm3ybZds2ybfdsm2XbJtm3zbJdu2yZd5tHv37hx55JHJPoosi3y5sC8keeSY9R9I8rdJHpNkR7p7ttxOKeWmJDcNHq+srCRJtmzZYhCP4XVpm3zbJdt2ybZt8m2XbNsm33bJtl2ybZt82yXbtsmXebLe78VFv/H9JJem+7ftnHE/AAAAAACARi16keXYCeuP6JfbptURAAAAAABguSxykeX5SS7J3oLKwCFJTk9ya78dAAAAAABgwy1ykeXtSbYkedHQupUkL0w3w+W8JNfOoF8AAAAAAMASWOQb31+Y5M1JnpLkYUk+l+S7knxrksuTPGN2XQMAAAAAAFq3yDNZkuRxSZ6b7t4rj0xyU7qZLCcm+dIM+wUAAAAAADRukWeyJMmNSc7qGwAAAAAAwNQs+kwWAAAAAACAmVBkAQAAAAAAqKDIAgAAAAAAUEGRBQAAAAAAoIIiCwAAAAAAQAVFFgAAAAAAgAqKLAAAAAAAABUUWQAAAAAAACoosgAAAAAAAFRQZAEAAAAAAKigyAIAAAAAAFBBkQUAAAAAAKCCIgsAAAAAAEAFRRYAAAAAAIAKiiwAAAAAAAAVFFkAAAAAAAAqKLIAAAAAAABUUGQBAAAAAACooMgCAAAAAABQQZEFAAAAAACggiILAAAAAABABUUWAAAAAACACoosAAAAAAAAFRRZAAAAAAAAKiiyAAAAAAAAVFBkAQAAAAAAqKDIAgAAAAAAUEGRBQAAAAAAoIIiCwAAAAAAQAVFFgAAAAAAgAqKLAAAAAAAABUUWQAAAAAAACoosgAAAAAAAFRQZAEAAAAAAKigyAIAAAAAAFBBkQUAAAAAAKCCIgsAAAAAAEAFRRYAAAAAAIAKiiwAAAAAAAAVFFkAAAAAAAAqKLIAAAAAAABUUGQBAAAAAACooMgCAAAAAABQQZEFAAAAAACggiILAAAAAABABUUWAAAAAACACoosAAAAAAAAFRRZAAAAAAAAKiiyAAAAAAAAVFBkAQAAAAAAqKDIAgAAAAAAUEGRBQAAAAAAoIIiCwAAAAAAQAVFFgAAAAAAgAqKLAAAAAAAABUUWQAAAAAAACoosgAAAAAAAFRQZAEAAAAAAKigyAIAAAAAAFBBkQUAAAAAAKCCIgsAAAAAAEAFRRYAAAAAAIAKiiwAAAAAAAAVFFkAAAAAAAAqKLIAAAAAAABUUGQBAAAAAACooMgCAAAAAABQQZEFAAAAAACggiILAAAAAABABUUWAAAAAACACi0UWe6a5I+SXJHkuiTnJNkxyw4BAAAAAADtO2TWHThAhyX5uyQn98tLk/yXJEcnedQM+wUAAAAAADRu0WeyPCtdgeUlSf5jkl/ql6cnefwM+wUAAAAAADRu0YssT03yjST/c2jdxUkuTHLGTHoEAAAAAAAshUUushyV5Nh0BZXrR7ZdmOS0aXcIAAAAAABYHotcZLlnv/zHMds+m+TOSY6YXncAAAAAAIBlssg3vt/RL68cs+3afnl0kqtHN66srGxNsnVo1eFJcvXVV2d1dXUj+7jQVldXc8MNN+RrX/tatmzZMuvusMHk2y7Ztku2bZNvu2TbNvm2S7btkm3b5Nsu2bZNvsyj6667bl37LXKR5ZZ+uWfMtpv75fYJx/56krNGVx577LEb0C0AAAAAAKARhyfZPWnjIhdZBvdh2TZm26DceeiEY1+Q5CUj647ImFkvS+7wJF9Kcu8k6yvbsUjk2y7Ztku2bZNvu2TbNvm2S7btkm3b5Nsu2bZNvsyrw5N8ea0dFrnIMviH7Ryz7R798ppxB5ZSbkpy08jqiZWoZbWysjL48rpSitenMfJtl2zbJdu2ybddsm2bfNsl23bJtm3ybZds2yZf5tg+vx8X+cb3VyW5IslJY7Y9uF/+2/S6AwAAAAAALJNFLrIkyVuSnJrkuKF1W5M8Nslnklw5i04BAAAAAADtW/QiyyuS3Jbk3HTX69uW5JVJjk7y5zPsVytuSvLbueOl1WiDfNsl23bJtm3ybZds2ybfdsm2XbJtm3zbJdu2yZeFtVJKmXUfDtQvJfmD/uvVdDNZLk43w+XmWXUKAAAAAABoWwtFliQ5JckzkxyV5O+TvCgKLAAAAAAAwCZqpcgCAAAAAAAwVYt+TxYO3PcnuSrJc6f4nAcleWySlaF1P5huFtKdp9iPZSDfNswix/3xA0nuOvT4nkn+LMkTZ9OdhSPfdsm2XbJtm3zbJdu2ybddsm2XbNsmX5aGIgs3Jblbbv+G+Gb7oSRvzN576STJIUlOT/KMKfZjGci3DbPIcb22JHldkk8l2dav+3q6wtpvJTl4Rv1aJPJtl2zbJdu2ybddsm2bfNsl23bJtm3yZWkossy/RyS5JcnONfa5U5J/TLKr4vy39MtvTvKwMe0RSf5TkqPHHPuQJBcluS7J55M8ZZ3P+T/S3TPnZUPrzk/ygX7bzv3o/6Kb13wfmKRMaE/ax3MuY77zmuOw16Qbr5PcNckfJbki3Zg+J8mOdfTtSUnuleQPk9zYr7s53SdVjkvyK+s4x7xrId+PZvx4XuuYpP185zXblSQ/l+4X/puTXJ/u5+h9xjyHsTteC9kat5PNa75Jcni6jF+d5JVJHp/xf3MZu+O1kK2xO9k85ztsa5JL0o3LUcbueC1ka+yON6/Z7s97FsbtZC3ka+wyH0op2vy2Y0op/146Oyfss1JKeX2/z66K53hQWZ8njBx3SinlxlLKdaWUPy6lvKHf74x9PN+P9/u9fMy27y2l3FpKeW8p5ZApvcby7Yzm+6R+/UtLKc8baSes8XzLmO885zhoT++3XzRh+2GllIv7fd5WSjm7lHJ1KeXv99Gvw0spV5RSvlJKudPItoNLKZ8o3c+J7znA11i+ndp8Dy2l3FRKubDccTw/ZY1+tZ7vPGf7/H797tKNyc/0j79YSrnz0H7GbrvZGreLme+9SimfLt3vO/9aSrm23+/NfZ8G+xm77WZr7C5mvqPtt/v9zhlZb+y2m62xu3jZPqlf/9Ky9nsWxm3b+Rq72ty0mXdAm9juX0q5vOy1c8w+W0sp5w7ts6vieQY/8M4upXz7mPZdpZQTSylHDB1zcCnlU6WUm0spJw2tf0XpfkCP/oAatLuVUr5auj9K7j5hn5f3/fnTOchgWfMd5HBDKeWg/XiuZcx33nNMKeWZpXtDoJTJb8L/Rr/9xUPrHtyve/wa/Xp1v8/TJmx/cCnlllLKZaWUo6eQh3zHn/+kfvu+/uhcpnznOdvjSpfpe0opR/brDiqlvLY/17OG9jV2283WuF28fFNKOa90b9yc2D/eUkp5XX+uxw3tZ+y2m62xu5j5DrfjSveGXSl3fCPe2G03W2N38bJd73sWxm3b+Rq72ty0mXdAG9vuXUq5ppTyT6WUPymdnWP2e0Ppfkn41X6fXRXP9aCKYx/eH/OakfXfWkq5rZTymAnH/VV/3LPWOPe2UspH+v1eVdqa8bAo+aaU8r5Syj/s5zHLlu8i5PiM/rjfK90vBxdN2O9zpZuVNlogfUcp5U0Tjvmh/twfKV3hdVIffq3f79JSyrfNQW7LmO/P9vvddz/O3XK+857t75RS9pTuU9PjzvW6oXXGbrvZGreLl+8D+2N+YWT9cf36lw2tM3bbzdbYXbx8R9tFpZtteE254xvxxm672Rq7i5ftet+zMG7bztfY1eamHTLry5Ux1pFJ3pLk6UmetY99vz/JV5P8/jrOe78kp4ys+9Z+eWKSp4455vIkF4ys+75+ed6YfT+b5LQkbxrZ9rR01y2+KLe/V8eoG9Ndj/HCJD/b9/mn0t3zpRXznu9BSY5P8r/X8ZwDy5jvvOeYJPdId6+k1yR53ITnOyrJsUn+Nt29AYZdmOTZY445pj/nniQ/neTWCedOkhele62eneTidK/X/11j/3nRSr5JclKS3UkuXUf/kvbznfdsfyvJC5N8Y2T9ln45uK6xsXtHrWSbGLfjzHu+n0tyarrrgg8b5DsYp8buHbWSbWLsjjPv+Q57ct+HX8wdx6Kxe0etZJsYu6PmPdv1vmdh3I7XSr6Jscs8mXWVRxvbhiupu0pn5xr77ez32bWP8z6t7L83jjnPH/TbxlVy31ZK+duRdT9SSlkt3aXE7lu62QsrY44dbnctpbyrf57rSylnlf27dNU8t3nP9/79tneX7lrxN5buU/K/V0rZMWb/Zc133nMc7eNlZfxMh+P7c/zOmG1P6LcNT909snSfeCmlu1TV1rK+7J5d9l7W6vxSyrHrOEa+nQPJN6WUD5XuerPvLN2n975eusuenDRm32XIdxGyHdcGfR1MaT++f2zstpdtinHbUr6Dy1Gc2j8+vn9s7LaXbYqxu8j5HllKuap0n54+qHS/W50ztP34/hzGbnvZphi7i5btet+zOL7fz7htM98UY1ebo3bQrIs8jLVWJbVmv4Gb+uWTk6ysoyXJzWPOs6NfXjlm27VJjh56/Ogkb+j7+owkn06ymuS2JGWNdnWSlyZ5eZLtSbb2x7Rg3vN9UL88OcnHk7wiyVeSnJnk7cntZsAtc77znuN6n3tf4znZO6aPTDdb6buT/GGSH003O+nWrJ13SfK9/f5XJ7lPv5xnreR7aJIHpsvwsCSvTvLWJI9K8v5043xgWfJdhGxH7Uj3yalrkrx+aF1i7A5rJVvjdrxFyvcu6Wb5vjPdjMPfTfKefpuxe0etZGvsjrco+b4kyeHpPmk97u8SY/eOWsnW2L2jec92ve9ZGLfjtZKvsctccbmw5XJjxTGrY9YNLmexZ8y2m9O9aT7woST/kG5q4XuTvKo/7vAkP5PkY+mmaQ57eLofhp9L8v+SnJ/kHRV9XzYble/BSd6V5L8l+czQ+lck+fl0hZU39uvku/E2Ksf12td4TvaO6avTTY89Lskzk/xykk/153h8ustXnT1yjrsleVKSL6abknxCujcors1ymna+RyV5X7pLOA5n89Ak7053+aJH9+vke2A2M9vnpXv9z0w3HT4xdqdp2tkat9O1GfneL8kfpfud6ookfzO0zdidnmlna+xO10bm+8gk/zXJWek+NDaOsTs9087W2J2eab9nYdxO17TzNXaZK4osy6VUHDOucj24luW23PEH4pZ01eSBr6S7huPAz/XLU9K9Cf9X6a5PPuzV6d6E/1L/+O/2r8tLa6PyfU3fRj0nXX4/mb1FFvluvI3Kcb2Gx/OowbXGB2P6tiTPHdr+kqGvfzTdPZnOHDnHw9L9YjLI+wt9W1bTzvcL6f64HPWBdNcmfky6T3jtjnwP1GZl+8h01w//cLoZgAPG7vRMO1vjdro2I98PJLlrksemu573e5I8JMknY+xO07SzNXana6Py3Zrkleky/F9rHGvsTs+0szV2p2fa71kYt9M17XyNXeaKIstyGeS9M3un3633mGFfHjrPP41su0e6S17sy/365bhPkxyVbprh19ZxHvbaqHwnuSbdNNtvW8e+8q232TmOGh7Po+7RL6/ZxzkOS3dDuzeP2XbUyPMsu2nnu5ZL091UcGeSf1xjP/muz2Zke/ckr0v3B+IZuf0fIcbu9Ew727UYtxtvs34uX5fktek+/Xhhkl9N9wEUY3d6pp3tWozdjbdR+f5mur9vTsnal5wydqdn2tmuxdjdWNN+z8K4na55ek/K2GXqFFmWy2Aa5Fl9W4/Dxqz7RL88KbcvshyU5MR00/X25bR++YEx246KH2I1NirfbemmQH51ZP3BSe6c5OvrOO9p/VK++2+jclyvq9Jd7uKkMdse3C//bR/nOCXdJ4HeP2bb4BeTK6p6155p55skxyb5/Jj1R/TLcZ/sGibf9dnobA9O8pfprjH8xCT/MrLd2J2eaWebGLfTtJH5ruSOn+K8KN1lSr6zf2zsTs+0s02M3WnaiHzvluTXklye5Ef6NnCXdJeGeV6Sj6b71LSxOx2zyNbYnY5pv2fh/9zpmsV7UsYuc0ORZbm8Md39M/bH7jHr3tuvf0qSc4bW/3C6H3jv3sc575Juiv2HMv4GZEcluWz/ukk2Lt/PpiuO/OeR9d+f7j/AT+3jnHeJfA/ERuW4P96Sbjwfl+SSft3WdDl+JuNzHPbkfvnWMdt8+uP2pp3v89NNez4qt79B3yFJTk/36flLxhw3TL7rs9HZvizJD6S79v+5E/Yxdqdj2tkat9O1Ufn+TLpsvzvdm3oDh6Ubl9cPrTN2p2Pa2Rq707UR+R6e7lJBx6a7DM2oB/bt//TPZ+xOx7SzfVCM3WmZxXsWxu30TDtf/+8yVw6adQeYmscleXu6qXL/nO6H1jH914N2dJIjhx5/Mt21CU8eOdeedDc4f1iS301X9b1fuj8+bkry1/voy3PTVbhfNWbbSpJ7xg+x/bWR+b4j3S8cw/dauVeSl/dfv24ffZFvvY3McX+8It01Ss9Ncu90n/Z4Zf9cf76PY09O8hPpZrB9csz2e/VLmc8m37en+xn9oqF1K+nulXRskvOy9o375Ls+G53tc5L8QrrX/ZfXeF5jd/PNIlvjdno2Mt8PJvmmJH+S7s2bgTPT/c01fA86Y3fzzSJbY3d6Nirfy9JlNK5dnu4N+JV01+RPjN1pmEW2xu50zOo9C+N2OmaRr7HLfCmlaPPddpXOzjX22dnvs2uNfd7W73NC//h1pZTVUsq39I8PK6VcVUr5dCnlkKHz3lhK+fjQukHbVkp5d3/OPaWU2/qvf3kf/54n9Pt+tJRy8JjtR/Xn+YM5eO2XNd9vL6Vc0x//nlLKBaWUG/rzv3of/55lzXcecxxtl5VSLlpj+y+VUm7t2419Pz5YSjl0jWOOKqV8rpRySynl5DX+TV+fg4yWOd/z+uf9TCnlLf2+pV/ee41zLkO+85jtffrXvJRS/rSU8ryR9qsjz23stpmtcbt4+aaU8pL+fJeUUs4ue3P8h1LK1pF9jd02szV2FzPfce2yUso5Y9Ybu21ma+wuVrb7+56FcdtuvsauNjfNTJbl8N1JHpVumuTH+nWvTTeF7uf7x3vSVXvvm+Rn+3WX9euOT/IrI+e8Mckj0n0K8/1Jzk/yg0leOqEPByV5VrqK85VJfjzjb/L6hH55+ZhtjLfR+f5rku9Nl+kD0l2r9EPpbsz71Al9kO+B24xxuj/OTvLwJG9IcnGS30pyaibfJPKEdGP/2CTPTPc9Mupb0l3jVN6zzfdx6WaYbUvyyHQzDl+Y7h5aX5pwjHzXb6OzfUi66w0n3c/c54y0Z4w8v7G7eWaZrXG7+Tbj5/KZSZ6eLq+nJPmOdGPytH7dMGN388wyW2N38/mduV1+X27XrN+zMG431yzzNXaZH7Ou8mhTaW8tnYcOrVsppXyhlHJl2Vu9P6x//OXSzVRJv/xiKeUbpZRjKp57pZTyY6WUf+77cHkp5b4j+xxaSvlwKeXafp89patcz/p1W5Qm3zbaLHPcn/YdpZS/KHs/CfSLY/b5zVLKv/fbSynlOXPw+s66ybfdJtt2m2zbbvJtt8m27Sbfdpts222ybbvJV9NKceP7JbAtXaX++nQ3jhoo6a5DuSd7782zJ8nz0l3DcDAL4cYkL0j3Ka1aD05y/3SfGnhabn9DqqT79MCb0lWzz0t3b5d/PYDnWybybcM85Lhed0/yw0m+kO4axu8as89r030S5T3prn376in0a57Jt12ybZds2ybfdsm2bfJtl2zbJdu2yRd6K6WUWfeB5fCgJB+edSfYNPJdLg9I8i/pfiGiPfJtl2zbJdu2ybddsm2bfNsl23bJtm3yZdMosgAAAAAAAFRw43sAAAAAAIAKiiwAAAAAAAAVFFkAAAAAAAAqKLIAAAAAAABUUGQBAACY7IFJDp51JwAAgPmkyAIAACyrE5KUJC+dsP3HknwsyW8MrbtTkrsm2Z7kkM3sHAAAMP8UWQAAgGV108hy1AVJrkjyP5M8uF/360muTnJ9ktV0RZpx7eOb0mMAAGCu+OQVAACw6H4lyYsnbDshkwseN/fL1Qnbr0vy7CSvT/LaJPdP8tYkV/bHria5Zcxxvz90bgAAoGGKLAAAwKIbFDp+P8kl/dePTvKjmVxASboZJ0ly2xr7/HWSJyZ5QZJbk7yvb2vZlcmzYwAAgIYosgAAAItuUGQ5P8lF/df3TldkuSVd0eO2/utb+69LkiP6fR+a5DlJtiX5vSTfnuRVSf4y3QyZR1f06daKYwAAgAWjyAIAACy6tWar3JrkvyfZkq7Ickv2FllW+n0enuTUJIcm+ZN0l/o6Kcnbh85zn377JF9Osrui7wAAwAJTZAEAABZdWWPbbUm2T9hnZ5LPp7sU2K6h9dv65fAlv96a5DvXeJ6fTHfvFgAAYIkosgAAAItuUED54XSX+kqSE/vlbVm7CDPO4PJjw8ftSfKuJKeN7Htaknf22wEAgCWjyAIAACy6wY3rz1xjn29Od0mw2tkmt+xju3uwAADAEjpo1h0AAADYII9Id5+VlSS/PbLttUn+IntnuNTYnuS+I+2YAzgfAACw4MxkAQAAFt3B69jn6Uk+keQVSb4v+38JsSQ5OcmnK44DAAAaZSYLAACw6Nb6u2alX16abjbLQ5L8ROXzvCt7Z8oM2iMqzwUAADTATBYAAGDRDWayPCB7751yzMi2JHlhkvOSvGVK/QIAABqnyAIAACy6QSHl7DW2Jcnn+lbjkOy9J8uwY4a2AwAAS8YfAgAAwKIbXC7sp5Nc3H/9i0l+IcmWDXqO7UmOz+R7smzfoOcBAAAWiCILAACw6AazVb6Q5DP9129L9/fOtRXnWxmz7jsrzgMAADROkQUAAFh0X0zyjiRfH1r35r6Nc5ck1yc5sX9868j2wayUmr+XDktytySfrTgWAABYMAftexcAAIC59jdJ/kOST6xz/6cmuTnJG5KUJB8c2f5N/fLQ/ejDcUn+Lsmn+uO/uh/HAgAAC8pMFgAAYNn8WZJTk3wyyflJ3jey/U79cn+KLJckuW+SY5J8LMnzD7CPAADAAlgppcy6DwAAAC04Md0Mli/PuiMAAMB0KLIAAAAAAABUcE8WAAAAAACACoosAAAAAAAAFRRZAAAAAAAAKiiyAAAAAAAAVFBkAQAAAAAAqKDIAgAAAAAAUEGRBQAAAAAAoIIiCwAAAAAAQIX/D1r8esp1t9FRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 在同一个坐标系上绘制两张图\n",
    "x = range(60)\n",
    "x_beijing = [random.uniform(20, 25) for i in x]\n",
    "x_shanghai = [random.uniform(25, 30) for i in x]\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "plt.plot(x, x_beijing, label='北京', color='r')  # 图例颜色在这里设置，是否显示和字体大小在legend中设置\n",
    "plt.plot(x, x_shanghai, label='上海')\n",
    "\n",
    "x_ticks_label = ['11点{}分'.format(i) for i in x]\n",
    "y_ticks_label = range(40)\n",
    "plt.xticks(x[::5], x_ticks_label[::5], fontsize=15, color='w')\n",
    "plt.yticks(y_ticks_label[::5], fontsize=15, color='w')\n",
    "\n",
    "plt.xlabel('时间', color='w', fontsize=15)\n",
    "plt.ylabel('温度', color='w', fontsize=15)\n",
    "plt.title('北京和上海一小时内温度变化曲线',color='w', fontsize=15)\n",
    "\n",
    "plt.grid()\n",
    "\n",
    "plt.legend(fontsize=15)\n",
    "\n",
    "# 保存图片\n",
    "# plt.savefig('保存路径/图片名字.png')\n",
    "\n",
    "plt. show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 在同一张图的不同坐标系下\n",
    "x = range(60)\n",
    "x_beijing = [random.uniform(20, 25) for i in x]\n",
    "x_shanghai = [random.uniform(22, 30) for i in x]\n",
    "x_ticks_label = [f'11点{i}分' for i in x]\n",
    "y = range(40)\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 8), dpi=100)\n",
    "\n",
    "axes[0].plot(x, x_beijing, label='北京', color='green')\n",
    "axes[1].plot(x, x_shanghai, label='上海')\n",
    "\n",
    "axes[0].set_xticks(x[::5])\n",
    "axes[0].set_yticks(y[::5])\n",
    "axes[0].set_xticklabels(x_ticks_label[::5], fontsize=15, color='w')  # 注意修饰只能在这里添加\n",
    "axes[0].set_yticklabels(y[::5], fontsize=15, color='w')  # 只有set_1ticks声明后才能使用set_1ticklabels\n",
    "axes[1].set_xticks(x[::5])\n",
    "axes[1].set_yticks(y[::5])\n",
    "axes[1].set_xticklabels(x_ticks_label[::5], fontsize=15, color='w')\n",
    "axes[1].set_yticklabels(y[::5], fontsize=15, color='w')\n",
    "\n",
    "axes[0].set_xlabel('时间', fontsize=15, color='w')\n",
    "axes[0].set_ylabel('温度', fontsize=15, color='w')\n",
    "axes[0].set_title('北京一小时温度变化曲线', fontsize=15, color='w')\n",
    "axes[1].set_xlabel('时间', fontsize=15, color='w')\n",
    "axes[1].set_ylabel('温度', fontsize=15, color='w')\n",
    "axes[1].set_title('上海一小时温度变化曲线', fontsize=15, color='w')\n",
    "\n",
    "axes[0].legend(fontsize=15)\n",
    "axes[1].legend(fontsize=15)\n",
    "\n",
    "axes[0].grid()\n",
    "axes[1].grid()\n",
    "\n",
    "# 保存图片\n",
    "# plt.savefig('')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-10, 10, 1000)\n",
    "y = np.sin(x)\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "plt.plot(x, y)\n",
    "\n",
    "plt.xticks(fontsize=15, color='w')\n",
    "\n",
    "plt.grid()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散点图\n",
    "# 1. 准备数据\n",
    "x = [225.98, 247.07, 253.14, 457.85, 241.58, 301.01,  20.67, 288.64,\n",
    "       163.56, 120.06, 207.83, 342.75, 147.9 ,  53.06, 224.72,  29.51,\n",
    "        21.61, 483.21, 245.25, 399.25, 343.35]\n",
    "y = [196.63, 203.88, 210.75, 372.74, 202.41, 247.61,  24.9 , 239.34,\n",
    "       140.32, 104.15, 176.84, 288.23, 128.79,  49.64, 191.74,  33.1 ,\n",
    "        30.74, 400.02, 205.35, 330.64, 283.45]\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "plt.scatter(x, y)\n",
    "\n",
    "plt.xticks(fontsize=15, color='w')\n",
    "plt.yticks(fontsize=15, color='w')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制柱状图\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴', '降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "y = [73853,57767,22354,15969,14839,8725,8716,8318,7916,6764,52222]\n",
    "x = range(len(movie_name))\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "plt.bar(x, y, width=0.5)\n",
    "\n",
    "# \n",
    "plt.xticks(x, movie_name, fontsize=20, color='w')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# a = list()\n",
    "# for i in range(100000000):\n",
    "#     a.append(random.random())\n",
    "    \n",
    "# %time sum1 = sum(a)\n",
    "\n",
    "# b = np.array(a)\n",
    "\n",
    "# %time sum2 = np.sum(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    1\n",
       "dtype: int32"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = np.array([1])\n",
    "b = pd.Series(a)\n",
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import heapq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "head_list = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "heapq.heappush(head_list, [29, 'hou'])\n",
    "heapq.heappush(head_list, [28, 'jia'])\n",
    "heapq.heappush(head_list, [28, 'tao'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[28, 'jia'], [29, 'hou'], [28, 'tao']]\n"
     ]
    }
   ],
   "source": [
    "print(head_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[28, 'jia']\n",
      "[28, 'tao']\n",
      "[29, 'hou']\n"
     ]
    }
   ],
   "source": [
    "for i in range(3):\n",
    "    print(heapq.heappop(head_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[]\n"
     ]
    }
   ],
   "source": [
    "print(head_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
